This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

The Bayesian methods depart from the Howard method in how releases are estimated. The Howard methods assume that the species composition of the harvests are equal to the species composition of released fish, which is clearly contraindicated in the logbook data. For instance, logbook data demonstrates that yelloweye have been retained at high levels up until restrictions were enacted in recent years, whereas pelagic rockfish were released in significant numbers in the past with retention increasing in recent years as they have become more prized by anglers. Recent prohibition on retaining yelloweye in Southeast Alaska highlights the shortcomings of the original Howard assumptions as the species composition of the harvest would indicate that no yelloweye were caught and released during the closure.

The Howard method for estimating releases for private anglers also relied on an expansion of the logbook release estimates based on the ratio of private:guided releases of all rockfish in the SWHS. In addition to the faulty assumptions about species composition, this method ignores potential bias in SWHS estimates of harvests and releases or at least assumes that the bias in release and harvests are the same. As demonstrated in Figure 1, the bias in those two quantities appears to be quite different based on the logbook data. The Bayesian model thus attempts to estimate release probabilities based on the logbook data coupled with bias corrected estimates from the SWHS.

Lastly, the Howard methods were only used on data beginning in 1999 with the advent of the logbook program and estimates of harvests and releases prior to that have been based on linear ramps from 1999 back to the perceived start of the fishery. The Bayesian methods allow us to expand the time series back to 1977 when the SWHS was implemented by leveraging regional data trends in species composition and the proportion of caught rockfish harvested by species and/or species complex. Key advantages of the Bayesian approach are highlighted in table 1.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue Howard Bayes
Time series 1999 - present 1977 - present
Bias in SWHS Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests. Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data. Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas. Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with. By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.

Data

Harvest data was available for 22 commercial fishing management areas in Southcentral and Southeast Alaska. Areas with negligible rockfish harvest were pooled with adjacent areas for analysis. Specifically the Aleutian and Bering areas were pooled into an area labeled BSAI; the IBS and EKYT were pooled into an area labeled EKYKT; the Southeast, Southwest, SAKPEN and Chignik areas were pooled into an area labeled SOKO2PEN and the Westside and Mainland areas were pooled into an area labeled WKMA.

Stateside Harvest Survey (SWHS)

Statewide harvest survey estimates of rockfish catch and harvest are available for 28 years (1996-2023) for all users and for 13 years (2011-2023) for guided anglers (Figure 0). Additionally, there are overall harvest estimates from 1977- 1995 and release estimates from 1990-1995 that required some partitioning to ascribe to current management units. Harvests in unknown areas were apportioned based on harvest proportions in 1996. Variance estimates are not available for pre-1996 data and as such, the maximum observed coefficient of variation (cv) in each commercial fisheries management unit was applied to the pre-1996 values.

**Figure 1.**- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.


SWHS estimates are believed to be biased to some degree. These modelling efforts aim to estimate and correct for that bias with the assumption that logbook records are a census of guided harvests and releases.

SWHS Rockfish release estimates are inferred from the difference between catch and harvest estimates.

Adam noted that the first 5 years (23 years counting the historical data) in the SWHS data set for PWSO seem unreasonable (close to zero and not corroborated with logbook estimates). Adam recommended setting these harvests to unknown, but current model development has included the data. Once a satisfactory model has been identified we will exam the effects of censoring the PWSO data.

Creel Surveys

NA

Guide Logbooks

Sport fishing guides have been required to report their harvest of rockfish for 26 years (1998-2023). Reported harvest is also available by assemblage (pelagic vs. non-pelagic). Harvest of yelloweye and “other” (non-pelagic, non-yelloweye) rockfish were reported separately beginning in 2006.

Logbooks also record the number of rockfish released for the same categories. However, the reliability of the release data is somewhat questionable as reported releases are generally far lower than that estimated by the SWHS. As such several treatments of the data are considered.

Logbook versus SWHS estimates

Estimates of guided harvests and releases from the SWHS do not align with the census from charter logbooks. Logbook harvest reports are generally considered reliable and are used to assess the bias in SWHS reports. However, there is even greater disparity between release estimates in the two sources and it is debatable whether logbook releases should be treated as a census. The Howard et al. (2020) methods do treat the logbook release data as “true” and thus are considerably less than would be estimated from the SWHS data.

**Figure 2.**- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).


A note on model development

To evaluate the discrepancy in apparent bias in harvest and release data, several models were explored to estimate releases during model development. One method (\(LB_{fit}\)) considers the logbook release data to be reliable and a second method (\(LB_{cens}\)) treated the logbook release data as estimates of the minimum released, thus giving more weight to SWHS release estimates. A third method (\(LB_{hyb}\)) is a hybrid approach that treats reported releases of yelloweye as reliable but total rockfish and pelagic rockfish releases as minimums. Model development revealed a tension between the total and pelagic logbook releases and the yelloweye logbook releases. This tensions eventually highlighted the different release/retention probabilities between yelloweye and pelagics in the logbook data and prompted the current approach whereby that probability was calculated for the three main species complexes covered in the data: pelagics, yelloweye, and “other”. The methods described here follow the (\(LB_{fit}\)) formulation. Based on model behavior it is unlikely that the (\(LB_{cens}\)) model would work as there would not be enough data to estimate release probabilities. However, it may be worth running the (\(LB_{hyb}\)) approach as a sensitivity test at the very least.

Composition data

Harvest sampling data exists from Gulf of Alaska areas since 1996 and from Southeast Alaska areas since 2006. Port sampling data is comprised of the number of total rockfish, pelagic and non-pelagic rockfish, black rockfish and yelloweye rockfish. In Southeast Alaska, the number of Demersal Shelf Rockfish (DSR, of which yelloweye are one species) and slope rockfish are also recorded.

Process equations

The true harvest \(H_{ay}\) of rockfish for area \(a\) during year \(y\) is assumed to follow a temporal trend defined by a penalized spline:

\[\begin{equation} \textrm{log}(H_{ay})~\sim~\textrm{Normal}(f(a,y), {\sigma_H}) \end{equation}\]

where \(f(a,y)\) in a p-spline basis with 7 components (knots) and a second degree penalty. The variance, \(\sigma_H\), was given a normal prior with a mean and standard deviation of 0.25 and 1, respectively.

Charter and private harvest \(H_{ayu}\) (where u = 1 for charter anglers and u = 2 for private anglers) is a fraction of total annual harvest in each area:

\[\begin{equation} H_{ay1}~=~H_{ay}P_{(user)ay1}\\H_{ay2}~=~H_{ay}(1-P_{(user)ay1}) \end{equation}\]

where \(P_{(user)ay1}\) is the fraction of the annual harvest in each area taken by charter anglers. \(P_{(user)ay1}\) was modeled hierarchically across years as:

\[\begin{equation} P_{(user)ay1}~\sim~\textrm{beta}(\lambda1_a, \lambda2_a) \end{equation}\]

with non-informative priors on both parameters.

Annual black rockfish harvest \(H_{(black)ayu}\) for each area and user group is:

\[\begin{equation} H_{(black)ayu}~=~H_{ayu}P_{(pelagic)ayu}P_{(black|pelagic)ayu} \end{equation}\]

where \(P_{(pelagic)ayu}\) is the fraction of the annual harvest for each area and user group that was pelagic rockfish and \(P_{(black|pelagic)ayu}\) is the fraction of the annual harvest of pelagic rockfish for each area and user group that was black rockfish.

The southeast region also tracks two other non-pelagic rockfish assemblages, demersal shelf rockfish (DSR, which includes yelloweye) and slope rockfish. For the southeast region the harvest of those two assemblages is thus

\[\begin{equation} H_{(DSR)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(DSR|non-pelagic)ayu}\\ H_{(slope)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(slope|non-pelagic)ayu}\\ \end{equation}\]

where \(P_{(DSR|non-pelagic)ayu}\) and \(P_{(slope|non-pelagic)ayu}\) are the fractions of the annual harvest of non-pelagic rockfish for each area and user group that were DSR and slope rockfish, respectively.

Annual yelloweye rockfish harvest \(H_{(yelloweye)ayu}\) for each area and user group is calculated differently for central/Kodiak areas and southeast areas. For central and Kodiak areas yelloweye rockfish harvests are calculated as

\[\begin{equation} H_{(yelloweye)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(yelloweye|non-pelagic)ayu} \end{equation}\]

where \(P_{(yellow|non-pelagic)ayu}\) is the fraction of the annual harvest of non-pelagic rockfish for each area and user group that was yelloweye rockfish.

For southeast areas yelloweye harvests are a fraction of the DSR harvests such that

\[\begin{equation} H_{(yelloweye)ayu}~=~H_{(DSR)ayu}P_{(yelloweye|DSR)ayu} \end{equation}\]

The composition parameters \(P_{(comp)ayu}\), were modeled using a logistic curve that would allow hindcasting without extrapolating beyond the limit of observed values such that:

\[\begin{equation} \textrm{logit}(P_{(comp)ayu})~=~\beta0_{(comp)ayu} + \frac{\beta1_{(comp)ayu}}{(1 + exp(\beta2_{(comp)ayu}*(y - \beta3_{(comp)ayu})))} + \beta4_{(comp)ayu}*I(u=private)+re_{(comp)ayu} \end{equation}\]

where the \(\beta\) parameters define the intercept, scaling factor, slope, inflection point and private angler effect, respectively, \(y\) is the year index, \(I(u=private)\) is an index variable which is 1 when the user groups is private and 0 otherwise and \(re_{(comp)ayu}\) is a random effect with a non-informative prior. \(\beta\) parameters were modeled hierarchically by region. When \(\beta\) parameters were inestimable as a result of no discernible change in composition over the observed time period. \(\beta1\) (scaling factor) and \(\beta2\) (slope) were fixed to 0 so that the long term mean value was used for hindcasting.

The true number of released rockfish \(R_{ayu}\) were based on the proportion of the total catch harvested, \(pH_{(comp)ayu}\), by area, year, user group and species grouping. Because release data from the SWHS is for all rockfish and the release data from logbooks is only subdivided into pelagics, yelloweye and “other” (non-pelagic, non-yelloweye), we only estimated \(pH_{(comp)ayu}\) for those categories. Thus, converting \(H_{(comp)ayu}\) to total catches by user group, \(C_{(comp)ayu}\), with \(pH_{(comp)ayu}\) results in estimates of total releases such that

\[\begin{equation} R_{(comp)ayu}~=~ C_{(comp)ayu} - H_{(comp)ayu} ~=~ \frac{H_{(comp)ayu}}{pH_{(comp)ayu}} - H_{(comp)ayu} \end{equation}\]

with total releases equal to the sum of the compositional releases. For non-yelloweye DSR and Slope rockfish assemblages in Southeast Alaska \(R_{(DSR)ayu}\) and \(R_{(slope)ayu}\) were estimated from \(R_{(other)ayu}\) using the species composition data from the harvest, thus assuming that slope and DSR assemblages were caught and released at the same rates.

The proportion harvest parameters for \(pH_{(comp)ayu}\) were modeled using a logistic curve that would allow hindcasting based on trends in the data without extrapolating beyond the range of observed values such that

\[\begin{equation} \textrm{logit}(pH_{(pH)ayuc})~=~\beta0_{(pH)ayu} + \frac{\beta1_{(pH)ayuc}}{(1 + exp(\beta2_{(pH)ayuc}*(y - \beta3_{(pH)ayuc})))} + \beta4_{(pH)ayuc}*I(u=private)+re_{(pH)ayuc} \end{equation}\]

A random effect term allowed estimation during the historical period when data is available, but the curve defined by the above equation determined release estimates between 1977 and 1990. As with the compositional trends, \(\beta\) parameters were modeled hierarchically by region. When \(\beta\) parameters were inestimable as a result of no discernable change in harvest probability over the observed time period, \(\beta1\) (scaling factor) and \(\beta2\) (slope) were fixed to 0 so that the long term mean value was applied.

Release mortality (i.e., the number of released rockfish expected to die) was calculated assuming fixed mortality rates developed in each of the regions. Deep water release (DWR) devices were mandated for charter fleets in 2013 and rates were derived from CITATION. Southeast applies basic rates estimated in these studies while Southcentral and Kodiak rates were derived by using historical depth-of-release data to adjust the rates based on area and user group.

The total number of mortalities by year, area, user and species/species assemblage in numbers was calculated by summing harvests and release mortality such that

\[\begin{equation} M_{(comp)ayu}~=~ H_{(comp)ayu} + m_{R-(comp)ayu} * R_{(comp)ayu} \end{equation}\]

where \(m_{R-(comp)ayu}\) is the release mortality rate by year, area, user and species (Figure XX).

Total removals in biomass were converted using the average weight of fish from port sampling?. A minimum sample size per year of X fish was used as the cutoff for including in the data set. Weights were modeled hierarchically to estimate weights in years when data was missing. The total biomass of removals by year, area, user and species was thus

\[\begin{equation} B_{(comp)ayu}~=~ \overline{wt}_{(comp)ayu} * M_{(comp)ayu} \end{equation}\]

where \(\overline{wt}_{(comp)ayu}\) is the mean weight by species, area, user and year.

Observation equations

SWHS estimates of annual rockfish harvest \(\widehat{SWHS}_H{ay}\) were assumed to index true harvest:

\[\begin{equation} \widehat{SWHS}_H{ay}~\sim~\textrm{LogNormal}\left(\textrm{log}(H_{ay}b_{ay}), \sigma_{SWHSHay}^2\right) \end{equation}\]

where bias in the SWHS harvest estimates \(b_H{ay}\) is modeled hierarchically across years as:

\[\begin{equation} b_H{ay}~\sim~\textrm{Normal}(\mu_H{(b)a}, \sigma_H{(b)a}) \end{equation}\]

with non-informative priors on both parameters.

SWHS estimates of guided angler harvest \(\widehat{SWHS}_H{ay1}\) are related to total harvest by:

\[\begin{equation} \widehat{SWHS}_H{ay1}~\sim~\textrm{LogNormal}\left(\textrm{log}(H_{ay1}b_{ay}), \sigma_{SWHS_{ay1}}^2\right) \end{equation}\]

Reported guide logbook harvest \(\widehat{LB}_H{ay}\) is related to true harvest as:

\[\begin{equation} \widehat{LB}_H{ay}~\sim~\textrm{Poisson}(H_{ay1})\\ \widehat{LB}_H{(pelagic)ay}~\sim~\textrm{Poisson}(H_{ay1}P_{(pelagic)ay1})\\ \widehat{LB}_H{(yelloweye)ay}~\sim~\textrm{Poisson}(H_{(yelloweye)ay1})\\ \widehat{LB}_H{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(H_{(nonpel,nonye)ay1})\\ \end{equation}\]

Note that for central and Kodiak areas \(H_{(nonpel,nonye)ay1}\) is equal to the total harvest minus pelagic and yelloweye harvests. For southeast areas \(H_{(nonpel,nonye)ay1}\) is equal to the sum of the DSR and slope harvests minus yelloweye harvests.

SWHS estimates of annual rockfish releases \(\widehat{SWHS}_R{ay}\) were assumed to index true releases in a similar fashion and thus modeled similarly. As such, the release data are related to true releases just as harvests were modeled such that:

\[\begin{equation} \widehat{LB}_R{ay}~\sim~\textrm{Poisson}(R_{ay1})\\ \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{Poisson}(R_{ay1}P_{(pelagic)ay1})\\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

Because logbook release data is more questionable and demonstrates greater disagreement with SWHS estimates (Figure 1), a second approaches was considered that loosened the assumption that logbook releases were a census. Methods explored to develope \(LB_{hyb}\) and \(LB_{cens}\) models are detailed at the end of this section.

SWHS estimates of guided angler release \(\widehat{SWHS}_R{ay1}\) is modeled the same as harvests.

SWHS release bias was modeled independently of the harvest bias \(b_H{ay}\) such that

\[\begin{equation} b_R{ay}~\sim~\textrm{Normal}(\mu_R{(b)a}, \sigma_R{(b)a}) \end{equation}\]

where bias in the SWHS release estimates \(b_R{ay}\) is modeled hierarchically across years as:

\[\begin{equation} b_R{ay}~\sim~\textrm{Normal}(\mu_R{(b)a}, \sigma_R{(b)a}) \end{equation}\]

with non-informative priors on both parameters.

The number of pelagic rockfish sampled in harvest sampling programs \(x_{(pelagic)ayu}\) follow a binomial distribution:

\[\begin{equation} x_{(pelagic)ayu}~\sim~\textrm{Binomial}(P_{(pelagic)ayu}, N_{ayu}) \end{equation}\]

where \(N_{ayu}\) is the total number of rockfish sampled in area \(a\) during year \(y\) form user group \(u\). The number of black rockfish sampled in harvest sampling programs was thus a proportion of the pelagic harvests

\[\begin{equation} x_{(black)ayu}~\sim~\textrm{Binomial}(P_{(black)ayu}, N_{ayu}^{pel}) \end{equation}\]

Yelloweye rockfish in Southcentral and Kodiak were modeled similarly as a proportion of the total number of non-pelagics such that

\[\begin{equation} x_{(yellow_{R2})ayu}~\sim~\textrm{Binomial}(P_{(yellow_{R2})ayu}, N_{ayu}^{nonpel}) \end{equation}\]

Southeast areas have several other non-pelagic groupings such that DSR and slope rockfish are a proportion of non-pelagics

\[\begin{equation} x_{(DSR)ayu}~\sim~\textrm{Binomial}(P_{(DSR)ayu}, N_{ayu}^{nonpel}) \end{equation}\]

and

\[\begin{equation} x_{(slope)ayu}~\sim~\textrm{Binomial}(P_{(slope)ayu}, N_{ayu}^{nonpel}) \end{equation}\]

with yelloweye in southeast a proportion of the DSR harvest

\[\begin{equation} x_{(yellow_{R1})ayu}~\sim~\textrm{Binomial}(P_{(yellow_{R1})ayu}, N_{ayu}^{DSR}). \end{equation}\].

Kodiak has limited port sampling beyond the main harbors but has a robust hydroacoustic survey that is used to quantify black rockfish abundance across the management area and uses stereocameras to derive species compositions of the hydroacoustic data. This data was used as supplementary data to further inform the model to the proportion of pelagic rockfish that are black in Kodiak areas. Angler landings in Kodiak show a higher proportion of black rockfish relative to the hydroacoustic survey and thus the proportion of black rockfish in the hydroacoustic sample related to the true proportion such that

\[\begin{equation} P_{(black|pelagic)ayu}^{HA} ~\sim~ P_{(black|pelagic)ayu} + ae_{au} \end{equation}\].

where \(ae_{au}\) is the angler effect for each area and user group modeled hierarchically around a mean of 0. Predicted \(P_{(black|pelagic)ayu}^{HA}\) assumed a beta distribution such that

\[\begin{equation} P_{(black|pelagic)ayu}^{HA} ~\sim~ beta(\alpha_{HA},\beta_{HA}) \end{equation}\]

where

\[\begin{equation} \alpha_{HA} ~=~ (P_{(black|pelagic)ayu}^{HA})^2 * \frac{1 - P_{(black|pelagic)ayu}^{HA}}{\frac{var_{P_{HA}}-1}{P_{(black|pelagic)ayu}^{HA}}}, \end{equation}\]

\[\begin{equation} \beta_{HA} ~=~ (\alpha_{HA}) * \frac{1}{P_{(black|pelagic)ayu}^{HA} - 1}, \end{equation}\]

\[\begin{equation} var_{P_{HA}} ~=~ (P_{(black|pelagic)ayu}^{HA} * cvP_{(black|pelagic)ayu}^{HA})^2 \end{equation}\]

where \(cvP_{(black|pelagic)ayu}^{HA}\) is the coefficient of variation for the hydroacoustic proportions

\[\begin{equation} cvP_{(black|pelagic)ayu}^{HA} ~=~ \frac{\sqrt{varP_{(black|pelagic)ayu}^{HA}}}{P_{(black|pelagic)ayu}^{HA}} \end{equation}\]

and the variance is approximated using the XXXX method as

\[\begin{equation} varP_{(black|pelagic)ayu}^{HA} ~=~ (\frac{1}{n_{pel}})^2 * varN_{black} + (\frac{n_{black}}{n_{pel}^2}) * varN_{pel} \end{equation}\]

where \(varN_{black}\) and \(varN_{black}\) are the variance of the estimated number of black and pelagic rockfish in the hydroacoustic survey, respectively (CITATION).

The average weight of rockfish by species, user, area and year was modeled hierarchically at several levels within regions such that

\[\begin{equation} wt_{(comp)ayu} ~\sim~ Normal(wt_{(comp)au},\sigma_{wt_{(comp)au}}) ~\sim~ Normal(wt_{(comp)a},\sigma_{wt_{(comp)a}}) ~\sim~ Normal(wt_{(comp)region},\sigma_{wt_{(comp)region}}) \end{equation}\]

where region refers to Kodiak, Southcentral and Southeast. Mean weights and variance were calculated as XXX.

Alternative likelihoods for release estimates

To loosen the assumption that logbook release data are an effective census of true releases I explored models that treated logbook release estimates as a lower bound on the estimate of true releases. In a hybrid approach yelloweye and non-pelagic releases are regarded as a reliable census (given the emphasis and ease of recording these fish) but censors the pelagic and total rockfish release estimates (where censoring implies NA values) such that

\[\begin{equation} \text{censored} \widehat{LB}_R{ay}~\sim~\textrm{LogNormal}\left(\log(R_{ay}), 1\right)\text{T}\left(\widehat{LB}_R{ay}, \infty\right) \\ \text{censored} \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{LogNormal}\left(\log(R_{(pelagic)ay}), 1\right)\text{T}\left(\widehat{LB}_R{(pelagic)ay}, \infty\right) \\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

This model formulation failed such that there was not enough data to inform pelagic releases and the values did not seem valid. A second approach is being explored that fits the censored data using a lognormal distribution centered around the logbook release value, but also with a lower bound equal to the number of recorded releases such that

\[\begin{equation} \widehat{LB}_R{ay}~\sim~\textrm{LogNormal}\left(\log(R_{ay}), \sigma_{Ray1}^2\right)\text{T}\left(\widehat{LB}_R{ay}, \infty\right) \\ \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{LogNormal}\left(\log(R_{(pelagic)ay}), \sigma_{Ray1}^2\right)\text{T}\left(\widehat{LB}_R{(pelagic)ay}, \infty\right) \\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

Logbook data is assumed to be a census and as such there is no estimate of uncertainty. As of this writing, several methods are being examined for how to treat \(\sigma_{Ray1}^2\). Models are being run that attempt to allow the model to estimate \(\sigma_{Ray1}^2\) with priors. A simple model applies a uniform prior (0.1,50) to \(\sigma_{Ray1}^2\). A hierarchichal approach based on regions is also being examined whereby \(\sigma_{Ray1}^2\) is lognormally distributed around hyper priors \(\mu_{\sigma_R}\) and \(\sigma_{\sigma_R}\). Initial efforts have applied a uniform prior on \(\mu_{\sigma_R}\) between 1 and 50 and on \(\sigma_{\sigma_R}\) between 0 and 10.

Priors.

Priors range from uninformative to very informative or fixed. Priors for compositional logistic parameters are in Table 2 and proportion harvest logistic parameters are in Table 3. Until I figure out how to make a nice table in Rmarkdown, please refer to the attached spreadsheet and comp and harvp tabs.

Unresolved issues and outstanding questions:

  1. Reliability of unguided release estimates: These estimates have the least information feeding them and rely on the bias-corrected SWHS release estimates of all rockfish and the trends in release probability evident in the logbook data. The \(\beta4\) term that estimates the guided/unguided effect was given a very informative prior that tied the release probability of private anglers tightly to that of the charter fleet. The model is then trying to balance the three species complex estimates (pelagic, yelloweye and other) so that they sum to the total unguided releases estimated from the bias corrected SWHS data. For the most part this seems reasonable and appears to work, but there are certain areas where the estimates are “wonky”:

    1. Total rockfish releases more or less align with the total releases estimated with the Howard methods. Presumably, much of the discrepancy results from the substantial bias in release estimates from the SWHS. Interestingly, the logbook data indicates that the SWHS underestimates harvests but overestimates releases by a significant factor (Figure 23 and 24 below).
    2. In general, release estimates of black rockfish are substantially lower than those calculated using the Howard methods. Presumably, much of this derives from the bias correction of the SWHS release estimates.
    3. Yelloweye release estimates also differ considerably from the Howard estimates, but unlike black rockfish are sometimes lower and sometimes higher. Two areas in particular are a little head scratching. Yelloweye releases in the Kodiak Northeast area in particular are significantly lower than for guided anglers with the same pattern evident in Cook Inlet to a lesser extent. Cook Inlet yelloweye numbers are very small, so this is a sample size issue with little consequence. The cause of the Kodiak northeast estimates is not clear to me at this point, but the model estimates the proportion harvested by unguided anglers to be much lower than that of guided anglers, even with the informative prior on \(\beta4\). This must be a product of the bias corrected SWHS release estimates and how the model is partitioning that estimate into the 3 species complexes, but itis a bit a of head scratcher.

  2. Proportion guided estimates: There is not much data on this proportion prior to 2011 and it is not modeled with any sort of trend as was done for species composition and harvest proportions. With the exception of Cook Inlet and North Gulf Coast areas, there is little, if any, trend apparent in the data and perhaps this approach is the best available given the data available. However, if there are data sources somewhere that could inform this part of the model they could be incorporated.

  3. Prior choices in general need to be vetted. The priors on the logistic curves are fairly informed in an effort to achieve the desired shapes for hindcasting. Ideally, sensitivity testing would occur but the model is very slow to converge. The beta parameters on the logistic curves have required a lot of work on the priors to reach convergence.

  4. Proportion harvest estimates for non-pelagic, non-yelloweye in Kodiak WKMA: I need to adjust the prior on the inflection point, \(\beta3\), so that it is forced to occur after 2006. Right now the model is estimating inflection in two Kodiak areas before that point where there is no data to justify a shift. The current inflection is a result of the hierachichal model.

  5. Proportion pelagic in PWS and CSEO: The parameters for these particular proportions are very slow to converge. For the CSEO, the estimates of the \(\beta\) parameters are similar to the other Southeast areas, but the mixing is poor over the length of the chains. In this case I think they will ultimately converge with a very long model run and the shape of the curve in the model output looks acceptable. For the two PWS areas the model seems to struggle with the disparate proportional data from the logbook and the port sampling. There is some wandering in the chains of the \(\beta0\) and \(\beta1\) terms and spikiness in the \(\beta2\) terms. I’ve been working on constraining the hyperpriors for PWS \(beta2\). Similar to CSEO, it may just entail a very long model run to reach convergence, but the shape of the curves looks reasonable.

Next steps:

Once the model is finalized, harvest and release numbers need to be converted into biomass removals. This is a two step process where release mortality estimates are applied to the release estimates to estimate the number of released rockfish that do not survive. This is based on studies and will reflect the values that the department has been using with the Howard methods. Region 2 (both Southcentral and Kodiak) have release-at-depth estimates from a number of years that they apply across all years and then calculate mortality rates based on those estiates. Southease does not have release-at-depth data and simply applies an assumed rate based on research.

Once release mortality is calculated average weight data is applied to convert numbers to biomass. The plan is to incorporate all of this into the model to propogate uncertainty into the posteriors. However, the model already takes a long time to run and I may explore a simpler approach using the posteriors from the numbers model to speed up processing.

Results

**Figure X.**- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

**Figure 3.**- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 3.**- Total rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

**Figure 4.**- Black rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


And black rockfish releases…

**Figure 5.**- Black rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 6.**- Yellow rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 7.**- Yellow rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 8.**- DSR rockfish (excluding yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 9.**- DSR rockfish releases (including yelloweye) 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 11.**- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 12.**- Slope rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

**Figure 13.**- Black rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 13.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.



**Figure 14.**- Yellow rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 14.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

**Figure 15.**- Pelagic rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 16.**- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 17.**- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


Model fit

Logbook residuals

**Figure 18.**- Residuals from logbook harvests.

Figure 18.- Residuals from logbook harvests.


SWHS residuals

**Figure 19.**- Residuals from SWHS harvests.

Figure 19.- Residuals from SWHS harvests.



**Figure 20.**- Residual of SWHS releases.

Figure 20.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

**Figure 21.**- Mean percent of harvest by charter anglers.

Figure 21.- Mean percent of harvest by charter anglers.


When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

**Figure 22.**- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

Figure 22.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.


**Figure 23.**- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 23.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 24.**- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 24.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 25.**- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 25.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species. 


## NULL


## NULL

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

**Figure 28.**- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 28.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.


Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

**Figure 29.**- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 29.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

**Figure 30.**- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

Figure 30.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

**Figure 31.**- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

Figure 31.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

**Figure 32.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 32.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

**Figure 33.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

Figure 33.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

**Figure 34.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.



P(slope|non-pelagic & non-yellowye) For release estimates

**Figure 35.**- Annual estimates of the percent of the sport non-pelagic, non-yelloweye releases that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023.

Figure 35.- Annual estimates of the percent of the sport non-pelagic, non-yelloweye releases that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023.



Weight Fits

**Figure 36.**- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 36.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 37.**- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 38.**- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 39.**- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 40.**- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 40.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


### Summary of unconverged parameters:

Table X. Unconverged parameters.

variable

Freq

beta2_pH

6

H_ayg

3

Hb_ay

1

Hb_ayg

4

Ho_ay

2

Ho_ayg

2

Ho_ayu

5

Hp_ayg

3

Hy_ay

4

Hy_ayg

1

Hy_ayu

6

mu_beta2_pH

1

p_black

1

p_dsr

1

R_ay

11

R_ayg

8

R_ayu

17

Rb_ay

4

Rb_ayg

10

Rd_ay

6

Rd_ayu

6

Rdnye_ay

1

Rdnye_ayu

1

re_black

1

Ro_ay

40

Ro_ayg

25

Ro_ayu

45

Rp_ay

4

Rp_ayg

8

Rs_ay

2

Rs_ayg

1

Rs_ayu

5

Ry_ay

21

Ry_ayg

9

Ry_ayu

33

tau_beta0_pH

1

parameter

mean

median

Rhat

tau_beta0_pH[2,3]

0.364

0.191

1.168

mu_beta2_pH[3,3]

-8.322

-7.629

1.430

beta2_pH[11,3]

-8.437

-7.716

1.333

beta2_pH[12,3]

-8.398

-7.530

1.332

beta2_pH[13,3]

-8.616

-7.914

1.341

beta2_pH[14,3]

-8.546

-7.626

1.331

beta2_pH[15,3]

-8.526

-7.754

1.321

beta2_pH[16,3]

-9.063

-8.837

1.591

p_black[8,37,1]

0.382

0.362

1.294

p_dsr[12,44,2]

1.000

1.000

1.147

re_black[8,37,1]

-1.394

-1.469

1.234

H_ayg[5,1]

2.314

0.802

1.154

H_ayg[5,8]

11.982

5.596

1.142

H_ayg[5,13]

15.305

7.319

1.156

Hp_ayg[5,1]

1.829

0.637

1.179

Hp_ayg[5,8]

9.393

4.344

1.139

Hp_ayg[5,13]

12.047

5.694

1.154

Hb_ayg[5,1]

1.761

0.609

1.181

Hb_ayg[5,8]

9.046

4.164

1.146

Hb_ayg[5,13]

11.548

5.466

1.126

Hb_ayg[8,37]

769.382

731.285

1.293

Hb_ay[8,37]

1,162.550

1,107.716

1.119

Hy_ayg[5,13]

1.961

0.768

1.121

Hy_ayu[5,1]

2.548

0.290

1.172

Hy_ayu[5,4]

1.544

0.184

1.143

Hy_ayu[9,6]

0.004

0.000

1.229

Hy_ayu[5,7]

4.816

0.592

1.200

Hy_ayu[9,12]

0.002

0.000

1.114

Hy_ayu[9,15]

0.003

0.000

1.100

Hy_ayu[5,21]

61.787

8.728

1.172

Hy_ay[5,1]

2.835

0.527

1.175

Hy_ay[5,4]

1.719

0.332

1.140

Hy_ay[5,7]

5.345

1.071

1.199

Hy_ay[5,21]

68.384

16.249

1.171

Ho_ayg[5,8]

1.050

0.372

1.171

Ho_ayg[5,13]

1.298

0.514

1.129

Ho_ayu[9,8]

0.001

0.000

1.124

Ho_ayu[5,13]

6.338

0.566

1.224

Ho_ayu[5,33]

9.365

0.783

1.122

Ho_ayu[9,44]

0.461

0.021

1.144

Ho_ayu[9,45]

0.746

0.036

1.121

Ho_ay[4,1]

2.758

1.439

1.101

Ho_ay[5,13]

7.636

1.715

1.219

Ho_ay[5,33]

9.486

0.913

1.122

R_ay[5,1]

39.902

13.691

1.180

R_ay[5,4]

21.000

9.314

1.153

R_ay[5,5]

50.610

20.465

1.120

R_ay[5,14]

716.713

355.903

1.217

R_ay[7,39]

1,142.495

1,074.115

1.125

R_ay[12,44]

1,794.846

1,512.541

1.220

R_ay[16,45]

6,137.069

5,346.714

1.221

R_ay[14,46]

15,645.927

3,742.475

1.220

R_ay[16,46]

8,748.424

4,478.522

1.255

R_ay[12,47]

52,406.926

2,804.062

1.264

R_ay[14,47]

6,861.688

3,116.214

1.174

R_ay[16,47]

70,548.846

4,933.287

1.107

R_ayg[5,1]

16.197

2.442

1.230

R_ayg[6,1]

232.866

97.855

1.128

R_ayg[2,2]

8,328.623

6,043.329

1.101

R_ayg[6,3]

256.296

119.471

1.107

R_ayg[10,3]

3,201.109

2,592.012

1.103

R_ayg[5,4]

7.459

1.604

1.231

R_ayg[6,4]

238.723

112.512

1.113

R_ayg[2,5]

7,982.241

5,819.547

1.105

R_ayg[5,5]

19.835

3.715

1.162

R_ayg[2,10]

10,878.244

8,059.020

1.115

R_ayg[6,12]

666.551

357.282

1.110

R_ayg[5,14]

239.573

64.967

1.257

R_ayu[9,1]

24.803

13.790

1.224

R_ayu[9,3]

7.835

4.494

1.263

R_ayu[9,4]

3.065

1.720

1.279

R_ayu[9,5]

1.834

1.181

1.113

R_ayu[9,8]

0.916

0.503

1.256

R_ayu[9,9]

0.719

0.407

1.216

R_ayu[9,10]

0.588

0.390

1.225

R_ayu[9,15]

1.394

0.743

1.224

R_ayu[9,19]

11.261

7.410

1.131

R_ayu[9,21]

29.592

18.614

1.248

R_ayu[7,39]

174.297

103.929

1.127

R_ayu[12,44]

665.905

383.812

1.220

R_ayu[16,45]

4,380.334

3,586.768

1.221

R_ayu[14,46]

12,813.980

908.614

1.220

R_ayu[16,46]

7,240.540

2,976.012

1.255

R_ayu[12,47]

50,863.525

1,253.613

1.264

R_ayu[14,47]

4,713.984

965.199

1.174

R_ayu[16,47]

69,257.515

3,641.830

1.107

Rp_ayg[5,1]

16.167

2.431

1.230

Rp_ayg[6,1]

230.131

95.674

1.129

Rp_ayg[2,2]

8,058.810

5,772.658

1.101

Rp_ayg[6,3]

252.887

116.507

1.107

Rp_ayg[5,4]

7.441

1.600

1.231

Rp_ayg[6,4]

235.706

110.351

1.114

Rp_ayg[2,5]

7,710.793

5,535.083

1.106

Rp_ayg[5,5]

19.794

3.680

1.162

Rp_ayg[2,10]

10,497.357

7,609.625

1.115

Rp_ayg[6,12]

656.335

347.551

1.111

Rp_ayg[5,14]

238.984

64.619

1.257

Rp_ay[5,1]

38.809

12.753

1.182

Rp_ay[5,4]

20.220

8.811

1.173

Rp_ay[5,5]

49.236

19.425

1.121

Rp_ay[5,14]

697.218

342.320

1.217

Rb_ayg[5,1]

15.584

2.338

1.232

Rb_ayg[6,1]

222.314

91.210

1.130

Rb_ayg[2,2]

6,851.363

4,921.238

1.101

Rb_ayg[6,3]

244.213

112.147

1.111

Rb_ayg[5,4]

7.176

1.510

1.235

Rb_ayg[6,4]

228.096

106.168

1.115

Rb_ayg[2,5]

6,540.007

4,706.653

1.108

Rb_ayg[5,5]

19.186

3.519

1.168

Rb_ayg[2,10]

8,936.673

6,524.604

1.113

Rb_ayg[6,12]

634.490

334.418

1.111

Rb_ayg[5,14]

228.208

61.632

1.258

Rb_ayg[8,37]

589.126

558.933

1.291

Rb_ay[5,1]

37.672

12.299

1.184

Rb_ay[5,4]

19.644

8.555

1.179

Rb_ay[5,5]

47.965

18.785

1.127

Rb_ay[5,14]

675.384

331.606

1.218

Ry_ayg[10,2]

3.295

1.872

1.117

Ry_ayg[5,3]

0.009

0.001

1.194

Ry_ayg[5,7]

0.013

0.002

1.115

Ry_ayg[6,8]

1.453

0.627

1.112

Ry_ayg[4,11]

0.100

0.048

1.213

Ry_ayg[5,11]

0.030

0.004

1.143

Ry_ayg[8,13]

1.927

0.936

1.192

Ry_ayg[5,17]

0.103

0.018

1.130

Ry_ayg[5,18]

0.052

0.010

1.106

Ry_ayg[1,21]

34.406

21.691

1.204

Ry_ayu[6,2]

11.803

0.050

1.122

Ry_ayu[6,3]

12.995

0.086

1.187

Ry_ayu[9,3]

0.002

0.000

1.141

Ry_ayu[5,4]

0.572

0.007

1.276

Ry_ayu[6,6]

16.026

0.123

1.105

Ry_ayu[9,6]

0.001

0.000

1.278

Ry_ayu[12,9]

0.058

0.019

1.159

Ry_ayu[9,11]

0.000

0.000

1.121

Ry_ayu[5,13]

4.764

0.119

1.159

Ry_ayu[7,13]

0.014

0.001

1.114

Ry_ayu[6,14]

39.720

0.189

1.184

Ry_ayu[7,15]

0.028

0.002

1.177

Ry_ayu[6,16]

39.195

0.244

1.138

Ry_ayu[9,17]

0.001

0.000

1.172

Ry_ayu[6,18]

39.498

0.263

1.118

Ry_ayu[9,18]

0.001

0.000

1.179

Ry_ayu[16,19]

39.881

18.203

1.101

Ry_ayu[9,22]

0.018

0.001

1.155

Ry_ayu[6,24]

42.846

0.284

1.160

Ry_ayu[10,24]

3.247

1.464

1.119

Ry_ayu[9,25]

0.037

0.001

1.124

Ry_ayu[5,26]

30.983

0.959

1.194

Ry_ayu[1,28]

13.490

5.877

1.146

Ry_ayu[5,33]

6.384

0.150

1.139

Ry_ayu[6,36]

3.183

0.000

1.222

Ry_ayu[9,37]

0.190

0.001

1.116

Ry_ayu[9,38]

0.169

0.002

1.185

Ry_ayu[7,39]

20.608

0.527

1.268

Ry_ayu[9,39]

0.148

0.000

1.204

Ry_ayu[6,41]

79.677

0.125

1.120

Ry_ayu[12,44]

193.032

0.765

1.222

Ry_ayu[16,44]

24.896

4.341

1.101

Ry_ayu[16,45]

144.350

6.721

1.291

Ry_ayu[14,46]

12,098.762

124.722

1.220

Ry_ayu[16,46]

4,170.669

158.496

1.255

Ry_ayu[14,47]

3,660.678

37.834

1.174

Ry_ayu[16,47]

66,821.640

925.943

1.107

Ry_ay[6,2]

12.443

0.723

1.121

Ry_ay[6,3]

13.703

0.851

1.187

Ry_ay[5,4]

0.576

0.011

1.276

Ry_ay[6,6]

17.046

1.210

1.105

Ry_ay[4,11]

0.152

0.081

1.195

Ry_ay[5,13]

4.812

0.174

1.159

Ry_ay[6,14]

41.864

2.585

1.184

Ry_ay[6,16]

41.613

2.807

1.137

Ry_ay[6,18]

41.886

2.907

1.118

Ry_ay[1,21]

50.689

36.159

1.177

Ry_ay[6,24]

44.551

2.630

1.160

Ry_ay[5,26]

31.229

1.325

1.194

Ry_ay[1,28]

23.734

16.234

1.127

Ry_ay[5,33]

6.388

0.156

1.139

Ry_ay[6,36]

7.230

4.048

1.221

Ry_ay[7,39]

75.968

58.432

1.268

Ry_ay[6,41]

81.769

2.900

1.120

Ry_ay[12,44]

294.838

104.900

1.222

Ry_ay[16,44]

195.722

178.547

1.100

Ry_ay[16,45]

408.913

275.345

1.291

Ry_ay[14,46]

13,421.951

1,455.867

1.220

Ry_ay[16,46]

4,454.099

445.122

1.255

Ry_ay[14,47]

4,719.489

1,108.463

1.174

Ry_ay[16,47]

67,024.220

1,122.277

1.107

Ro_ayg[1,1]

124.312

44.513

1.222

Ro_ayg[10,1]

285.642

83.675

1.125

Ro_ayg[1,2]

153.941

54.910

1.189

Ro_ayg[10,2]

290.992

82.759

1.235

Ro_ayg[5,3]

0.023

0.003

1.125

Ro_ayg[10,3]

354.745

98.129

1.233

Ro_ayg[1,4]

137.351

54.294

1.103

Ro_ayg[10,4]

224.664

72.891

1.144

Ro_ayg[1,5]

162.362

67.406

1.175

Ro_ayg[10,5]

362.052

123.636

1.183

Ro_ayg[1,6]

165.838

64.782

1.243

Ro_ayg[10,7]

326.457

110.579

1.143

Ro_ayg[10,8]

456.680

148.361

1.169

Ro_ayg[1,9]

174.149

70.446

1.113

Ro_ayg[1,10]

215.099

89.873

1.142

Ro_ayg[10,10]

362.222

120.809

1.240

Ro_ayg[1,11]

176.482

82.090

1.112

Ro_ayg[5,11]

0.079

0.011

1.181

Ro_ayg[1,12]

242.135

98.716

1.169

Ro_ayg[1,13]

217.033

89.229

1.237

Ro_ayg[5,13]

0.155

0.023

1.269

Ro_ayg[5,14]

0.446

0.064

1.122

Ro_ayg[5,15]

0.283

0.040

1.137

Ro_ayg[10,15]

335.182

134.539

1.153

Ro_ayg[5,18]

0.159

0.025

1.123

Ro_ayg[9,20]

35.337

12.169

1.142

Ro_ayu[1,1]

35.111

12.759

1.285

Ro_ayu[9,1]

3.116

0.008

1.249

Ro_ayu[10,1]

53.382

17.354

1.218

Ro_ayu[1,2]

37.066

15.709

1.108

Ro_ayu[1,3]

34.412

14.203

1.107

Ro_ayu[5,3]

0.438

0.008

1.184

Ro_ayu[9,3]

1.303

0.003

1.279

Ro_ayu[10,3]

51.991

20.512

1.107

Ro_ayu[9,4]

0.648

0.001

1.287

Ro_ayu[5,5]

0.451

0.010

1.121

Ro_ayu[7,5]

0.012

0.001

1.161

Ro_ayu[9,5]

0.135

0.001

1.230

Ro_ayu[10,5]

83.611

25.672

1.135

Ro_ayu[1,6]

37.711

17.468

1.167

Ro_ayu[9,6]

0.228

0.001

1.107

Ro_ayu[10,6]

69.724

22.711

1.258

Ro_ayu[5,7]

0.759

0.014

1.205

Ro_ayu[10,7]

63.940

22.591

1.237

Ro_ayu[9,8]

0.234

0.000

1.259

Ro_ayu[10,8]

93.247

30.973

1.207

Ro_ayu[1,9]

46.447

20.777

1.152

Ro_ayu[9,9]

0.144

0.000

1.238

Ro_ayu[6,10]

28.506

0.799

1.166

Ro_ayu[9,10]

0.057

0.000

1.273

Ro_ayu[6,11]

28.068

0.634

1.146

Ro_ayu[5,12]

1.010

0.015

1.104

Ro_ayu[9,12]

0.057

0.000

1.157

Ro_ayu[10,12]

76.725

30.917

1.120

Ro_ayu[5,15]

5.388

0.102

1.261

Ro_ayu[9,15]

0.317

0.000

1.229

Ro_ayu[10,16]

59.590

23.197

1.119

Ro_ayu[7,17]

0.056

0.004

1.134

Ro_ayu[7,18]

0.127

0.009

1.114

Ro_ayu[9,18]

0.266

0.002

1.112

Ro_ayu[9,19]

0.975

0.004

1.260

Ro_ayu[10,19]

45.563

19.909

1.110

Ro_ayu[9,20]

2.695

0.011

1.153

Ro_ayu[9,21]

3.511

0.011

1.268

Ro_ayu[9,22]

1.615

0.022

1.148

Ro_ayu[9,23]

1.638

0.021

1.105

Ro_ayu[9,26]

2.366

0.037

1.130

Ro_ayu[6,29]

51.364

1.620

1.125

Ro_ayu[9,29]

1.917

0.067

1.278

Ro_ayu[5,30]

4.638

0.142

1.107

Ro_ayu[9,31]

2.760

0.080

1.272

Ro_ayu[5,33]

4.405

0.092

1.240

Ro_ayu[6,33]

83.416

1.882

1.111

Ro_ayu[7,33]

13.601

0.770

1.128

Ro_ayu[6,36]

16.680

0.029

1.118

Ro_ayu[9,37]

0.214

0.003

1.130

Ro_ayu[4,44]

69.219

40.601

1.106

Ro_ayu[6,45]

34.473

0.211

1.189

Ro_ayu[9,46]

0.107

0.001

1.251

Ro_ayu[12,47]

15,871.877

247.115

1.291

Ro_ay[1,1]

159.424

68.691

1.250

Ro_ay[9,1]

40.526

10.211

1.186

Ro_ay[10,1]

339.024

114.364

1.136

Ro_ay[1,2]

191.007

82.392

1.192

Ro_ay[10,2]

344.454

113.231

1.230

Ro_ay[5,3]

0.461

0.020

1.184

Ro_ay[9,3]

11.701

3.157

1.140

Ro_ay[10,3]

406.735

136.789

1.231

Ro_ay[9,4]

4.774

1.358

1.222

Ro_ay[10,4]

273.653

103.290

1.125

Ro_ay[1,5]

203.797

99.757

1.166

Ro_ay[5,5]

0.481

0.029

1.119

Ro_ay[10,5]

445.663

175.908

1.156

Ro_ay[1,6]

203.549

96.691

1.242

Ro_ay[10,6]

395.734

153.947

1.105

Ro_ay[5,7]

0.797

0.042

1.204

Ro_ay[10,7]

390.397

155.213

1.160

Ro_ay[9,8]

1.321

0.351

1.212

Ro_ay[10,8]

549.926

212.336

1.140

Ro_ay[1,9]

220.596

107.026

1.123

Ro_ay[9,9]

1.142

0.317

1.145

Ro_ay[1,10]

274.543

140.371

1.133

Ro_ay[6,10]

35.094

6.465

1.166

Ro_ay[10,10]

424.739

167.484

1.232

Ro_ay[6,11]

35.556

6.880

1.144

Ro_ay[1,12]

305.037

155.336

1.156

Ro_ay[5,12]

1.053

0.039

1.104

Ro_ay[1,13]

269.637

134.616

1.236

Ro_ay[5,15]

5.672

0.303

1.261

Ro_ay[9,15]

1.883

0.556

1.183

Ro_ay[10,15]

405.134

190.932

1.126

Ro_ay[9,20]

38.031

12.561

1.143

Ro_ay[9,21]

30.332

11.396

1.187

Ro_ay[6,29]

65.264

18.708

1.125

Ro_ay[9,29]

56.288

52.263

1.130

Ro_ay[5,30]

4.732

0.259

1.107

Ro_ay[9,31]

53.059

50.888

1.265

Ro_ay[5,33]

4.420

0.111

1.240

Ro_ay[6,33]

93.424

14.411

1.110

Ro_ay[7,33]

60.413

49.809

1.126

Ro_ay[6,36]

59.924

45.430

1.114

Ro_ay[4,44]

203.246

176.394

1.106

Ro_ay[6,45]

37.626

3.204

1.188

Ro_ay[12,47]

16,355.271

731.411

1.291

Rdnye_ayu[12,47]

15,171.904

227.330

1.291

Rdnye_ay[12,47]

15,451.635

517.838

1.291

Rd_ayu[12,44]

230.622

23.144

1.222

Rd_ayu[16,45]

179.935

35.476

1.291

Rd_ayu[14,46]

12,101.860

128.453

1.220

Rd_ayu[16,46]

4,369.061

369.370

1.255

Rd_ayu[12,47]

49,953.013

948.712

1.262

Rd_ayu[14,47]

3,662.553

40.053

1.174

Rd_ayu[16,47]

67,355.214

1,573.716

1.107

Rd_ay[12,44]

443.995

246.380

1.222

Rd_ay[16,45]

466.591

325.819

1.291

Rd_ay[14,46]

13,428.907

1,462.833

1.220

Rd_ay[16,46]

4,661.189

664.854

1.255

Rd_ay[12,47]

50,411.228

1,419.257

1.262

Rd_ay[14,47]

4,750.825

1,140.279

1.174

Rd_ay[16,47]

67,571.792

1,786.874

1.107

Rs_ayg[12,16]

0.025

0.011

1.183

Rs_ayu[12,1]

0.001

0.001

1.103

Rs_ayu[14,7]

0.549

0.209

1.191

Rs_ayu[12,13]

0.001

0.001

1.152

Rs_ayu[12,36]

0.050

0.013

1.133

Rs_ayu[12,46]

28.107

8.237

1.134

Rs_ayu[12,47]

699.973

15.920

1.289

Rs_ay[12,16]

0.029

0.014

1.177

Rs_ay[12,46]

353.274

342.870

1.108

Rs_ay[12,47]

903.636

235.916

1.289

Rp_ayg_mort[5,1]

1.650

0.248

1.230

Rp_ayg_mort[6,1]

23.487

9.765

1.129

Rp_ayg_mort[2,2]

662.271

474.396

1.101

Rp_ayg_mort[6,3]

25.810

11.891

1.107

Rp_ayg_mort[5,4]

0.759

0.163

1.231

Rp_ayg_mort[6,4]

24.056

11.263

1.114

Rp_ayg_mort[2,5]

633.671

454.872

1.106

Rp_ayg_mort[5,5]

2.020

0.376

1.162

Rp_ayg_mort[2,10]

862.671

625.357

1.115

Rp_ayg_mort[6,12]

66.986

35.471

1.111

Rp_ayg_mort[5,14]

24.391

6.595

1.257

Rp_ay_mort[5,1]

4.110

1.365

1.178

Rp_ay_mort[5,4]

2.148

0.943

1.169

Rp_ay_mort[5,5]

5.219

2.069

1.118

Rp_ay_mort[5,14]

74.181

36.525

1.214

Rb_ayg_mort[5,1]

1.591

0.239

1.232

Rb_ayg_mort[6,1]

22.690

9.309

1.130

Rb_ayg_mort[2,2]

563.044

404.426

1.101

Rb_ayg_mort[6,3]

24.925

11.446

1.111

Rb_ayg_mort[5,4]

0.732

0.154

1.235

Rb_ayg_mort[6,4]

23.280

10.836

1.115

Rb_ayg_mort[2,5]

537.456

386.792

1.108

Rb_ayg_mort[5,5]

1.958

0.359

1.168

Rb_ayg_mort[2,10]

734.414

536.191

1.113

Rb_ayg_mort[6,12]

64.757

34.131

1.111

Rb_ayg_mort[5,14]

23.291

6.290

1.258

Rb_ayg_mort[8,37]

12.909

12.247

1.291

Rb_ay_mort[5,1]

3.991

1.309

1.180

Rb_ay_mort[5,4]

2.087

0.914

1.174

Rb_ay_mort[5,5]

5.085

2.009

1.124

Rb_ay_mort[5,14]

71.880

35.527

1.214

Ry_ayg_mort[10,2]

3.006

1.708

1.117

Ry_ayg_mort[5,3]

0.008

0.001

1.194

Ry_ayg_mort[5,7]

0.012

0.002

1.115

Ry_ayg_mort[6,8]

1.326

0.573

1.112

Ry_ayg_mort[4,11]

0.089

0.043

1.213

Ry_ayg_mort[5,11]

0.027

0.004

1.143

Ry_ayg_mort[8,13]

1.758

0.854

1.192

Ry_ayg_mort[5,17]

0.094

0.017

1.130

Ry_ayg_mort[5,18]

0.047

0.009

1.106

Ry_ayg_mort[1,21]

31.395

19.792

1.204

Ry_ayu_mort[6,2]

10.351

0.044

1.122

Ry_ayu_mort[6,3]

11.396

0.075

1.187

Ry_ayu_mort[9,3]

0.002

0.000

1.141

Ry_ayu_mort[5,4]

0.501

0.006

1.276

Ry_ayu_mort[6,6]

14.055

0.107

1.105

Ry_ayu_mort[9,6]

0.000

0.000

1.278

Ry_ayu_mort[12,9]

0.052

0.017

1.159

Ry_ayu_mort[9,11]

0.000

0.000

1.121

Ry_ayu_mort[5,13]

4.178

0.104

1.159

Ry_ayu_mort[7,13]

0.012

0.001

1.114

Ry_ayu_mort[6,14]

34.833

0.166

1.184

Ry_ayu_mort[7,15]

0.025

0.002

1.177

Ry_ayu_mort[6,16]

34.373

0.214

1.138

Ry_ayu_mort[9,17]

0.001

0.000

1.172

Ry_ayu_mort[6,18]

34.639

0.230

1.118

Ry_ayu_mort[9,18]

0.001

0.000

1.179

Ry_ayu_mort[16,19]

35.893

16.383

1.101

Ry_ayu_mort[9,22]

0.016

0.000

1.155

Ry_ayu_mort[6,24]

37.575

0.249

1.160

Ry_ayu_mort[10,24]

2.848

1.284

1.119

Ry_ayu_mort[9,25]

0.032

0.001

1.124

Ry_ayu_mort[5,26]

27.171

0.841

1.194

Ry_ayu_mort[1,28]

11.830

5.154

1.146

Ry_ayu_mort[5,33]

5.598

0.131

1.139

Ry_ayu_mort[6,36]

2.791

0.000

1.222

Ry_ayu_mort[9,37]

0.047

0.000

1.116

Ry_ayu_mort[9,38]

0.042

0.000

1.185

Ry_ayu_mort[7,39]

5.131

0.131

1.268

Ry_ayu_mort[9,39]

0.037

0.000

1.204

Ry_ayu_mort[6,41]

19.837

0.031

1.120

Ry_ayu_mort[12,44]

38.606

0.153

1.222

Ry_ayu_mort[16,44]

4.979

0.868

1.101

Ry_ayu_mort[16,45]

28.870

1.344

1.291

Ry_ayu_mort[14,46]

2,419.752

24.944

1.220

Ry_ayu_mort[16,46]

834.134

31.699

1.255

Ry_ayu_mort[14,47]

732.136

7.567

1.174

Ry_ayu_mort[16,47]

13,364.328

185.189

1.107

Ry_ay_mort[6,2]

10.935

0.654

1.121

Ry_ay_mort[6,3]

12.043

0.766

1.187

Ry_ay_mort[5,4]

0.505

0.010

1.276

Ry_ay_mort[6,6]

14.985

1.088

1.105

Ry_ay_mort[4,11]

0.136

0.072

1.195

Ry_ay_mort[5,13]

4.221

0.156

1.159

Ry_ay_mort[6,14]

36.789

2.350

1.184

Ry_ay_mort[6,16]

36.579

2.547

1.137

Ry_ay_mort[6,18]

36.818

2.621

1.118

Ry_ay_mort[1,21]

45.674

32.453

1.179

Ry_ay_mort[6,24]

39.130

2.375

1.160

Ry_ay_mort[5,26]

27.396

1.168

1.194

Ry_ay_mort[1,28]

21.178

14.545

1.126

Ry_ay_mort[5,33]

5.602

0.137

1.139

Ry_ay_mort[6,36]

6.484

3.690

1.221

Ry_ay_mort[7,39]

20.626

16.314

1.268

Ry_ay_mort[6,41]

20.423

0.805

1.120

Ry_ay_mort[12,44]

58.968

20.980

1.222

Ry_ay_mort[16,44]

39.144

35.709

1.100

Ry_ay_mort[16,45]

81.783

55.069

1.291

Ry_ay_mort[14,46]

2,684.390

291.173

1.220

Ry_ay_mort[16,46]

890.820

89.024

1.255

Ry_ay_mort[14,47]

943.898

221.693

1.174

Ry_ay_mort[16,47]

13,404.844

224.455

1.107

Rdnye_ayu_mort[12,47]

3,034.381

45.466

1.291

Rdnye_ay_mort[12,47]

3,090.327

103.568

1.291

Rs_ayg_mort[12,16]

0.022

0.010

1.183

Rs_ayu_mort[12,1]

0.001

0.001

1.103

Rs_ayu_mort[14,7]

0.494

0.188

1.191

Rs_ayu_mort[12,13]

0.001

0.001

1.152

Rs_ayu_mort[12,36]

0.045

0.012

1.133

Rs_ayu_mort[12,46]

5.621

1.647

1.134

Rs_ayu_mort[12,47]

139.995

3.184

1.289

Rs_ay_mort[12,16]

0.026

0.013

1.177

Rs_ay_mort[12,46]

70.655

68.574

1.108

Rs_ay_mort[12,47]

180.727

47.183

1.289

Tp_ayg[5,1]

3.479

0.920

1.127

Tp_ayg[5,4]

1.811

0.626

1.161

Tp_ayg[5,5]

4.360

1.463

1.120

Tp_ayg[5,14]

58.833

24.938

1.225

Tb_ayg[5,1]

3.351

0.892

1.130

Tb_ayg[5,4]

1.746

0.598

1.167

Tb_ayg[5,5]

4.214

1.407

1.127

Tb_ayg[5,14]

56.342

23.857

1.226

Tb_ayg[8,37]

782.291

743.664

1.293

Tb_ay[8,37]

1,182.767

1,127.123

1.118

Ty_ayg[5,13]

2.004

0.783

1.117

Ty_ayu[5,1]

3.159

0.336

1.157

Ty_ayu[5,4]

2.045

0.222

1.244

Ty_ayu[9,6]

0.004

0.000

1.244

Ty_ayu[5,7]

5.915

0.684

1.155

Ty_ayu[9,12]

0.002

0.000

1.104

Ty_ayu[5,21]

73.952

10.495

1.144

Ty_ayu[12,44]

38.690

0.225

1.222

Ty_ayu[16,45]

32.054

3.659

1.291

Ty_ayu[14,46]

2,420.516

25.759

1.220

Ty_ayu[16,46]

845.811

43.320

1.255

Ty_ayu[14,47]

732.653

8.176

1.174

Ty_ayu[16,47]

13,388.909

212.923

1.107

Ty_ay[5,1]

3.453

0.592

1.159

Ty_ay[5,4]

2.224

0.372

1.242

Ty_ay[5,7]

6.456

1.202

1.155

Ty_ay[5,21]

80.698

18.215

1.142

Ty_ay[12,44]

59.665

21.659

1.222

Ty_ay[16,45]

86.257

58.742

1.291

Ty_ay[14,46]

2,686.657

293.687

1.220

Ty_ay[16,46]

904.045

101.868

1.255

Ty_ay[14,47]

948.162

226.172

1.174

Ty_ay[16,47]

13,431.698

256.843

1.107

Tdnye_ayu[12,47]

3,084.664

101.766

1.291

Tdnye_ay[12,47]

3,211.621

230.447

1.291

Ts_ayu[12,46]

8.725

4.411

1.131

Ts_ayu[12,47]

143.853

7.059

1.289

Ts_ay[12,47]

215.156

82.677

1.289

Bb_ayg[5,1]

16.016

3.866

1.115

Bb_ayg[5,3]

14.798

4.511

1.107

Bb_ayg[5,4]

8.109

2.588

1.181

Bb_ayg[5,12]

26.115

8.767

1.122

Bb_ayg[5,14]

266.833

106.878

1.210

Bb_ayu[8,1]

22.687

12.769

1.102

By_ayg[5,13]

20.119

7.684

1.105

By_ayu[5,1]

31.844

3.320

1.173

By_ayu[5,4]

21.071

2.160

1.254

By_ayu[9,6]

0.043

0.005

1.221

By_ayu[5,7]

59.600

6.706

1.167

By_ayu[9,12]

0.020

0.002

1.140

By_ayu[5,21]

750.334

102.755

1.136

By_ayu[12,44]

273.045

1.590

1.215

By_ayu[16,45]

255.674

29.190

1.291

By_ayu[14,46]

17,587.489

188.475

1.219

By_ayu[16,46]

6,740.028

345.333

1.255

By_ayu[14,47]

5,341.064

59.614

1.177

By_ayu[16,47]

106,776.648

1,696.131

1.107

By_ay[5,1]

34.804

5.946

1.175

By_ay[5,4]

22.857

3.711

1.253

By_ay[5,7]

65.091

11.927

1.166

By_ay[5,21]

818.179

180.186

1.135

By_ay[12,44]

421.071

152.988

1.215

By_ay[16,45]

723.131

505.943

1.291

By_ay[14,46]

19,437.103

2,198.482

1.219

By_ay[16,46]

7,241.877

850.364

1.255

By_ay[14,47]

6,845.834

1,663.161

1.177

By_ay[16,47]

107,144.812

2,071.650

1.107

Bdnye_ayu[12,47]

9,372.934

308.885

1.291

Bdnye_ay[12,47]

9,770.919

711.302

1.291

Bs_ayu[12,1]

0.014

0.009

1.107

Bs_ayu[12,46]

25.761

13.027

1.129

Bs_ayu[12,47]

920.018

45.158

1.289

Bs_ay[12,47]

1,458.973

612.610

1.289

Parameter estimates:

Summary Table of Parameter Estimates
Parameter mean sd Lower_CI Median Upper_CI
mu_bc_H[1] -0.148 0.072 -0.281 -0.151 0.001
mu_bc_H[2] -0.110 0.041 -0.185 -0.113 -0.021
mu_bc_H[3] -0.448 0.071 -0.583 -0.451 -0.303
mu_bc_H[4] -1.185 0.240 -1.690 -1.172 -0.765
mu_bc_H[5] 0.815 0.899 -0.298 0.647 3.083
mu_bc_H[6] -2.147 0.330 -2.778 -2.150 -1.477
mu_bc_H[7] -0.493 0.113 -0.729 -0.490 -0.275
mu_bc_H[8] 0.272 0.378 -0.344 0.230 1.160
mu_bc_H[9] -0.370 0.148 -0.677 -0.369 -0.094
mu_bc_H[10] -0.134 0.066 -0.260 -0.135 0.003
mu_bc_H[11] -0.123 0.037 -0.198 -0.123 -0.050
mu_bc_H[12] -0.267 0.105 -0.504 -0.260 -0.077
mu_bc_H[13] -0.161 0.080 -0.315 -0.161 -0.001
mu_bc_H[14] -0.341 0.107 -0.566 -0.339 -0.141
mu_bc_H[15] -0.347 0.051 -0.441 -0.347 -0.242
mu_bc_H[16] -0.252 0.388 -0.953 -0.272 0.556
mu_bc_R[1] 0.587 32.092 -63.239 0.402 62.829
mu_bc_R[2] -0.929 31.269 -61.653 -0.902 59.042
mu_bc_R[3] 0.260 32.130 -61.177 0.024 66.188
mu_bc_R[4] 0.234 31.592 -62.008 1.322 61.578
mu_bc_R[5] 0.816 31.504 -59.392 0.576 61.892
mu_bc_R[6] 0.943 31.645 -61.575 1.139 61.486
mu_bc_R[7] 0.281 31.453 -60.893 0.495 60.755
mu_bc_R[8] 0.243 31.904 -63.431 0.197 64.782
mu_bc_R[9] -0.312 32.138 -65.734 -1.028 61.899
mu_bc_R[10] 0.978 30.985 -59.023 1.186 60.183
mu_bc_R[11] -0.805 31.804 -64.728 -0.987 59.789
mu_bc_R[12] -0.132 31.849 -59.963 -0.368 63.550
mu_bc_R[13] 0.755 31.466 -61.400 1.397 61.164
mu_bc_R[14] 0.370 32.126 -61.050 0.994 64.846
mu_bc_R[15] 0.289 31.500 -61.482 -0.601 64.053
mu_bc_R[16] 0.936 31.146 -59.031 0.853 63.089
tau_pH[1] 6.372 0.545 5.376 6.374 7.505
tau_pH[2] 1.807 0.206 1.418 1.801 2.230
tau_pH[3] 2.079 0.232 1.657 2.060 2.567
beta0_pH[1,1] 0.213 0.266 -0.419 0.249 0.638
beta0_pH[2,1] 0.590 0.559 -0.840 0.711 1.311
beta0_pH[3,1] 0.839 0.620 -0.607 0.982 1.601
beta0_pH[4,1] 0.878 0.578 -0.488 1.002 1.661
beta0_pH[5,1] -1.408 0.728 -3.596 -1.199 -0.669
beta0_pH[6,1] -1.110 0.793 -3.329 -0.913 -0.179
beta0_pH[7,1] 0.749 0.087 0.573 0.749 0.924
beta0_pH[8,1] -0.740 0.352 -1.601 -0.685 -0.207
beta0_pH[9,1] -1.526 0.585 -2.805 -1.449 -0.609
beta0_pH[10,1] -0.204 0.333 -1.059 -0.143 0.289
beta0_pH[11,1] -0.123 0.186 -0.503 -0.121 0.231
beta0_pH[12,1] 0.405 0.182 0.035 0.409 0.742
beta0_pH[13,1] -0.193 0.151 -0.496 -0.191 0.087
beta0_pH[14,1] -0.392 0.159 -0.717 -0.386 -0.102
beta0_pH[15,1] -0.122 0.185 -0.502 -0.114 0.211
beta0_pH[16,1] -0.241 0.178 -0.607 -0.230 0.085
beta0_pH[1,2] 2.620 0.217 2.200 2.618 3.047
beta0_pH[2,2] 2.864 0.169 2.532 2.864 3.200
beta0_pH[3,2] 3.355 0.198 2.979 3.352 3.745
beta0_pH[4,2] 3.057 0.171 2.727 3.055 3.394
beta0_pH[5,2] 4.548 1.385 2.737 4.264 7.955
beta0_pH[6,2] 3.291 0.252 2.821 3.289 3.802
beta0_pH[7,2] 1.926 0.238 1.452 1.928 2.388
beta0_pH[8,2] 2.827 0.204 2.416 2.831 3.214
beta0_pH[9,2] 3.908 0.288 3.362 3.900 4.487
beta0_pH[10,2] 3.811 0.234 3.363 3.810 4.262
beta0_pH[11,2] 1.878 0.172 1.539 1.882 2.210
beta0_pH[12,2] 1.634 0.209 1.230 1.637 2.056
beta0_pH[13,2] 2.350 0.201 1.958 2.350 2.738
beta0_pH[14,2] 1.629 0.183 1.278 1.630 1.987
beta0_pH[15,2] 2.411 0.204 2.007 2.411 2.807
beta0_pH[16,2] 2.526 0.207 2.123 2.530 2.930
beta0_pH[1,3] 0.296 0.764 -1.626 0.431 1.275
beta0_pH[2,3] 2.079 0.186 1.713 2.078 2.438
beta0_pH[3,3] 2.623 0.172 2.286 2.619 2.950
beta0_pH[4,3] 2.998 0.187 2.626 3.001 3.361
beta0_pH[5,3] 3.328 1.824 0.934 2.905 7.768
beta0_pH[6,3] 1.244 0.392 0.543 1.228 2.069
beta0_pH[7,3] 0.553 0.201 0.166 0.552 0.958
beta0_pH[8,3] 0.274 0.210 -0.136 0.276 0.687
beta0_pH[9,3] -2.307 1.125 -4.491 -2.375 -0.362
beta0_pH[10,3] -0.740 0.930 -2.918 -0.625 0.722
beta0_pH[11,3] 1.033 0.393 0.276 1.039 1.795
beta0_pH[12,3] 0.801 0.424 -0.085 0.826 1.543
beta0_pH[13,3] 0.977 0.433 0.080 1.015 1.658
beta0_pH[14,3] 0.621 0.442 -0.347 0.655 1.387
beta0_pH[15,3] 0.810 0.397 -0.067 0.870 1.412
beta0_pH[16,3] 0.941 0.381 0.099 0.995 1.538
beta1_pH[1,1] 4.052 0.978 2.765 3.813 6.757
beta1_pH[2,1] 2.875 0.853 1.823 2.653 5.158
beta1_pH[3,1] 2.863 1.131 1.537 2.573 5.671
beta1_pH[4,1] 3.194 1.036 1.918 2.944 5.799
beta1_pH[5,1] 2.833 0.798 1.999 2.608 5.245
beta1_pH[6,1] 3.592 1.398 1.859 3.225 7.484
beta1_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1] 3.272 0.763 1.991 3.187 4.821
beta1_pH[9,1] 3.197 0.685 2.097 3.094 4.682
beta1_pH[10,1] 2.835 0.475 2.122 2.748 4.037
beta1_pH[11,1] 3.366 0.234 2.930 3.356 3.836
beta1_pH[12,1] 2.999 0.212 2.594 2.996 3.411
beta1_pH[13,1] 2.906 0.212 2.517 2.901 3.356
beta1_pH[14,1] 3.493 0.220 3.093 3.487 3.950
beta1_pH[15,1] 2.728 0.237 2.306 2.712 3.222
beta1_pH[16,1] 3.056 0.229 2.643 3.042 3.533
beta1_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,3] 3.079 1.628 1.251 2.547 7.147
beta1_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,3] 3.585 0.723 2.209 3.570 5.043
beta1_pH[9,3] 4.579 1.331 2.402 4.537 7.436
beta1_pH[10,3] 6.057 2.391 2.878 5.549 12.085
beta1_pH[11,3] 1.614 0.444 0.739 1.618 2.461
beta1_pH[12,3] 2.483 0.493 1.555 2.472 3.488
beta1_pH[13,3] 0.592 0.476 0.000 0.580 1.532
beta1_pH[14,3] 1.609 0.504 0.696 1.582 2.695
beta1_pH[15,3] 0.500 0.434 0.000 0.436 1.448
beta1_pH[16,3] 0.486 0.422 0.000 0.419 1.408
beta2_pH[1,1] 0.339 0.113 0.166 0.325 0.595
beta2_pH[2,1] 0.418 0.263 0.121 0.353 1.127
beta2_pH[3,1] 0.409 0.383 0.092 0.272 1.430
beta2_pH[4,1] 0.316 0.185 0.106 0.269 0.763
beta2_pH[5,1] 1.476 1.076 0.253 1.300 4.054
beta2_pH[6,1] 0.210 0.166 0.069 0.182 0.500
beta2_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1] 0.240 0.100 0.117 0.222 0.459
beta2_pH[9,1] 0.330 0.142 0.156 0.305 0.648
beta2_pH[10,1] 0.498 0.219 0.210 0.457 1.045
beta2_pH[11,1] 0.756 0.181 0.475 0.740 1.144
beta2_pH[12,1] 1.125 0.321 0.693 1.065 1.923
beta2_pH[13,1] 0.793 0.186 0.479 0.774 1.216
beta2_pH[14,1] 0.810 0.171 0.531 0.790 1.194
beta2_pH[15,1] 0.731 0.217 0.384 0.712 1.222
beta2_pH[16,1] 0.789 0.198 0.472 0.768 1.236
beta2_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,3] 4.084 6.017 0.120 0.710 21.272
beta2_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,3] 5.393 3.471 1.068 4.686 14.129
beta2_pH[9,3] 1.586 3.148 0.198 0.435 11.460
beta2_pH[10,3] 1.023 2.635 0.132 0.345 10.052
beta2_pH[11,3] -8.437 5.106 -18.741 -7.716 -1.081
beta2_pH[12,3] -8.398 5.071 -18.573 -7.530 -1.433
beta2_pH[13,3] -8.616 5.095 -18.673 -7.914 -1.184
beta2_pH[14,3] -8.546 5.037 -18.725 -7.626 -1.509
beta2_pH[15,3] -8.526 5.111 -18.645 -7.754 -0.962
beta2_pH[16,3] -9.063 5.242 -18.885 -8.837 -0.870
beta3_pH[1,1] 36.474 1.562 34.065 36.241 40.479
beta3_pH[2,1] 31.042 1.639 27.263 31.181 33.747
beta3_pH[3,1] 32.591 2.412 27.509 32.648 38.313
beta3_pH[4,1] 32.079 2.203 27.647 32.097 37.047
beta3_pH[5,1] 26.822 1.047 23.649 27.065 28.048
beta3_pH[6,1] 34.442 3.821 26.792 34.409 41.224
beta3_pH[7,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1] 37.814 2.810 31.720 38.033 42.479
beta3_pH[9,1] 28.187 1.720 24.865 28.120 31.678
beta3_pH[10,1] 31.653 0.984 29.548 31.693 33.481
beta3_pH[11,1] 30.391 0.445 29.505 30.399 31.281
beta3_pH[12,1] 30.388 0.361 29.676 30.392 31.096
beta3_pH[13,1] 32.461 0.511 31.487 32.443 33.483
beta3_pH[14,1] 31.971 0.430 31.133 31.971 32.808
beta3_pH[15,1] 31.178 0.610 29.928 31.177 32.371
beta3_pH[16,1] 30.710 0.484 29.790 30.720 31.652
beta3_pH[1,2] 33.438 4.926 25.408 33.373 41.684
beta3_pH[2,2] 33.525 4.933 25.385 33.587 41.600
beta3_pH[3,2] 29.983 6.941 18.635 30.113 41.454
beta3_pH[4,2] 29.943 6.891 18.614 29.813 41.382
beta3_pH[5,2] 29.921 6.910 18.542 29.936 41.282
beta3_pH[6,2] 29.919 6.919 18.528 29.931 41.496
beta3_pH[7,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,3] 36.959 2.835 31.724 36.570 41.517
beta3_pH[2,3] 33.558 4.854 25.449 33.625 41.523
beta3_pH[3,3] 30.054 6.951 18.830 29.996 41.387
beta3_pH[4,3] 30.033 6.866 18.587 30.226 41.334
beta3_pH[5,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,3] 41.562 0.252 41.051 41.587 41.957
beta3_pH[9,3] 30.828 1.842 28.167 30.479 34.013
beta3_pH[10,3] 36.201 1.980 32.866 35.974 40.993
beta3_pH[11,3] 40.298 0.861 38.714 40.261 42.073
beta3_pH[12,3] 40.946 0.594 39.620 41.024 41.914
beta3_pH[13,3] 40.366 3.030 30.661 41.412 42.900
beta3_pH[14,3] 40.572 0.846 39.050 40.649 41.899
beta3_pH[15,3] 39.581 3.216 30.153 40.711 42.795
beta3_pH[16,3] 39.523 3.266 30.110 40.566 42.876
beta4_pH[1,1,1] 0.697 0.289 0.305 0.646 1.287
beta4_pH[2,1,1] 0.852 0.217 0.542 0.824 1.262
beta4_pH[3,1,1] 0.914 0.285 0.514 0.864 1.472
beta4_pH[4,1,1] 0.807 0.272 0.432 0.764 1.347
beta4_pH[5,1,1] 0.675 0.523 0.086 0.550 1.968
beta4_pH[6,1,1] 1.923 1.735 0.227 1.320 6.629
beta4_pH[7,1,1] 1.098 0.624 0.343 0.939 2.517
beta4_pH[8,1,1] 0.767 0.425 0.228 0.674 1.713
beta4_pH[9,1,1] 0.921 0.536 0.277 0.771 2.172
beta4_pH[10,1,1] 0.733 0.283 0.344 0.686 1.291
beta4_pH[11,1,1] 0.690 0.248 0.352 0.646 1.187
beta4_pH[12,1,1] 0.928 0.381 0.436 0.841 1.731
beta4_pH[13,1,1] 0.751 0.273 0.380 0.702 1.289
beta4_pH[14,1,1] 1.035 0.338 0.561 0.980 1.706
beta4_pH[15,1,1] 0.914 0.267 0.538 0.874 1.445
beta4_pH[16,1,1] 0.900 0.356 0.424 0.833 1.651
beta4_pH[1,2,1] 0.694 0.289 0.302 0.651 1.291
beta4_pH[2,2,1] 0.848 0.213 0.543 0.826 1.257
beta4_pH[3,2,1] 0.911 0.284 0.512 0.862 1.471
beta4_pH[4,2,1] 0.811 0.270 0.430 0.768 1.335
beta4_pH[5,2,1] 0.675 0.524 0.088 0.536 1.988
beta4_pH[6,2,1] 1.942 1.762 0.228 1.323 6.690
beta4_pH[7,2,1] 1.090 0.610 0.349 0.936 2.486
beta4_pH[8,2,1] 0.751 0.425 0.224 0.649 1.718
beta4_pH[9,2,1] 0.932 0.546 0.276 0.801 2.184
beta4_pH[10,2,1] 0.727 0.277 0.346 0.680 1.290
beta4_pH[11,2,1] 0.685 0.249 0.352 0.637 1.186
beta4_pH[12,2,1] 0.921 0.377 0.436 0.836 1.724
beta4_pH[13,2,1] 0.751 0.269 0.379 0.703 1.295
beta4_pH[14,2,1] 1.020 0.335 0.562 0.958 1.699
beta4_pH[15,2,1] 0.918 0.272 0.536 0.881 1.445
beta4_pH[16,2,1] 0.888 0.361 0.419 0.807 1.645
beta4_pH[1,3,1] 0.702 0.295 0.307 0.652 1.296
beta4_pH[2,3,1] 0.856 0.215 0.544 0.827 1.268
beta4_pH[3,3,1] 0.921 0.287 0.513 0.875 1.478
beta4_pH[4,3,1] 0.813 0.271 0.435 0.773 1.353
beta4_pH[5,3,1] 0.659 0.518 0.086 0.530 1.984
beta4_pH[6,3,1] 1.956 1.787 0.231 1.320 6.824
beta4_pH[7,3,1] 1.101 0.615 0.350 0.941 2.494
beta4_pH[8,3,1] 0.779 0.427 0.229 0.689 1.727
beta4_pH[9,3,1] 0.945 0.548 0.277 0.806 2.183
beta4_pH[10,3,1] 0.731 0.279 0.347 0.685 1.290
beta4_pH[11,3,1] 0.696 0.244 0.356 0.662 1.191
beta4_pH[12,3,1] 0.928 0.383 0.434 0.829 1.735
beta4_pH[13,3,1] 0.743 0.266 0.379 0.690 1.289
beta4_pH[14,3,1] 1.033 0.333 0.561 0.984 1.703
beta4_pH[15,3,1] 0.922 0.269 0.537 0.884 1.433
beta4_pH[16,3,1] 0.899 0.366 0.418 0.822 1.667
beta4_pH[1,4,1] 0.701 0.293 0.302 0.653 1.282
beta4_pH[2,4,1] 0.845 0.209 0.544 0.811 1.260
beta4_pH[3,4,1] 0.907 0.281 0.514 0.863 1.467
beta4_pH[4,4,1] 0.803 0.269 0.432 0.758 1.345
beta4_pH[5,4,1] 0.666 0.523 0.084 0.528 1.954
beta4_pH[6,4,1] 1.879 1.687 0.233 1.323 6.630
beta4_pH[7,4,1] 1.099 0.610 0.349 0.944 2.471
beta4_pH[8,4,1] 0.772 0.434 0.226 0.675 1.735
beta4_pH[9,4,1] 0.938 0.546 0.277 0.797 2.202
beta4_pH[10,4,1] 0.736 0.282 0.344 0.691 1.288
beta4_pH[11,4,1] 0.696 0.247 0.351 0.656 1.198
beta4_pH[12,4,1] 0.939 0.382 0.438 0.844 1.734
beta4_pH[13,4,1] 0.755 0.270 0.381 0.712 1.287
beta4_pH[14,4,1] 1.038 0.340 0.567 0.985 1.706
beta4_pH[15,4,1] 0.920 0.272 0.537 0.872 1.441
beta4_pH[16,4,1] 0.905 0.360 0.421 0.843 1.650
beta4_pH[1,5,1] 0.695 0.286 0.306 0.644 1.280
beta4_pH[2,5,1] 0.855 0.217 0.544 0.830 1.260
beta4_pH[3,5,1] 0.909 0.286 0.514 0.861 1.477
beta4_pH[4,5,1] 0.810 0.273 0.431 0.765 1.346
beta4_pH[5,5,1] 0.679 0.532 0.086 0.537 1.999
beta4_pH[6,5,1] 1.905 1.726 0.227 1.309 6.658
beta4_pH[7,5,1] 1.097 0.601 0.348 0.964 2.463
beta4_pH[8,5,1] 0.751 0.423 0.226 0.655 1.691
beta4_pH[9,5,1] 0.941 0.549 0.276 0.795 2.193
beta4_pH[10,5,1] 0.732 0.279 0.346 0.688 1.293
beta4_pH[11,5,1] 0.687 0.243 0.350 0.647 1.190
beta4_pH[12,5,1] 0.935 0.379 0.437 0.848 1.726
beta4_pH[13,5,1] 0.751 0.270 0.380 0.699 1.287
beta4_pH[14,5,1] 1.025 0.329 0.565 0.966 1.704
beta4_pH[15,5,1] 0.919 0.269 0.540 0.876 1.444
beta4_pH[16,5,1] 0.902 0.369 0.418 0.820 1.658
beta4_pH[1,6,1] 0.700 0.291 0.305 0.651 1.287
beta4_pH[2,6,1] 0.852 0.216 0.542 0.821 1.263
beta4_pH[3,6,1] 0.915 0.285 0.513 0.870 1.473
beta4_pH[4,6,1] 0.804 0.272 0.429 0.762 1.340
beta4_pH[5,6,1] 0.654 0.514 0.085 0.511 1.909
beta4_pH[6,6,1] 1.842 1.666 0.233 1.257 6.441
beta4_pH[7,6,1] 1.109 0.609 0.343 0.967 2.499
beta4_pH[8,6,1] 0.772 0.441 0.228 0.665 1.742
beta4_pH[9,6,1] 0.925 0.542 0.273 0.776 2.158
beta4_pH[10,6,1] 0.729 0.274 0.344 0.680 1.287
beta4_pH[11,6,1] 0.692 0.248 0.352 0.650 1.192
beta4_pH[12,6,1] 0.919 0.378 0.434 0.838 1.730
beta4_pH[13,6,1] 0.748 0.268 0.379 0.697 1.295
beta4_pH[14,6,1] 1.026 0.338 0.562 0.970 1.699
beta4_pH[15,6,1] 0.913 0.270 0.536 0.869 1.442
beta4_pH[16,6,1] 0.900 0.363 0.421 0.831 1.654
beta4_pH[1,7,1] 0.694 0.288 0.308 0.640 1.293
beta4_pH[2,7,1] 0.849 0.211 0.547 0.819 1.256
beta4_pH[3,7,1] 0.908 0.285 0.511 0.859 1.462
beta4_pH[4,7,1] 0.814 0.269 0.430 0.773 1.348
beta4_pH[5,7,1] 0.665 0.518 0.090 0.521 1.949
beta4_pH[6,7,1] 1.944 1.719 0.233 1.357 6.495
beta4_pH[7,7,1] 1.090 0.611 0.344 0.935 2.498
beta4_pH[8,7,1] 0.767 0.434 0.229 0.667 1.735
beta4_pH[9,7,1] 0.951 0.560 0.279 0.804 2.236
beta4_pH[10,7,1] 0.722 0.281 0.345 0.671 1.295
beta4_pH[11,7,1] 0.689 0.248 0.351 0.643 1.191
beta4_pH[12,7,1] 0.921 0.374 0.439 0.837 1.716
beta4_pH[13,7,1] 0.747 0.270 0.380 0.699 1.288
beta4_pH[14,7,1] 1.046 0.333 0.565 1.003 1.700
beta4_pH[15,7,1] 0.915 0.266 0.536 0.872 1.442
beta4_pH[16,7,1] 0.898 0.360 0.420 0.835 1.650
beta4_pH[1,8,1] 0.693 0.287 0.305 0.638 1.275
beta4_pH[2,8,1] 0.854 0.215 0.546 0.827 1.266
beta4_pH[3,8,1] 0.910 0.281 0.513 0.862 1.466
beta4_pH[4,8,1] 0.806 0.267 0.434 0.764 1.341
beta4_pH[5,8,1] 0.658 0.517 0.087 0.517 1.958
beta4_pH[6,8,1] 1.920 1.719 0.229 1.364 6.698
beta4_pH[7,8,1] 1.099 0.607 0.353 0.952 2.491
beta4_pH[8,8,1] 0.765 0.433 0.225 0.665 1.714
beta4_pH[9,8,1] 0.927 0.544 0.282 0.781 2.200
beta4_pH[10,8,1] 0.725 0.274 0.349 0.681 1.298
beta4_pH[11,8,1] 0.693 0.247 0.352 0.653 1.191
beta4_pH[12,8,1] 0.927 0.378 0.439 0.837 1.734
beta4_pH[13,8,1] 0.738 0.267 0.379 0.685 1.289
beta4_pH[14,8,1] 1.027 0.342 0.559 0.968 1.700
beta4_pH[15,8,1] 0.923 0.270 0.536 0.883 1.443
beta4_pH[16,8,1] 0.904 0.363 0.417 0.839 1.648
beta4_pH[1,9,1] 0.693 0.283 0.305 0.646 1.277
beta4_pH[2,9,1] 0.850 0.218 0.542 0.815 1.263
beta4_pH[3,9,1] 0.913 0.286 0.514 0.872 1.480
beta4_pH[4,9,1] 0.803 0.268 0.429 0.762 1.344
beta4_pH[5,9,1] 0.668 0.519 0.087 0.539 1.954
beta4_pH[6,9,1] 1.851 1.678 0.228 1.261 6.454
beta4_pH[7,9,1] 1.095 0.622 0.350 0.943 2.505
beta4_pH[8,9,1] 0.752 0.425 0.225 0.658 1.726
beta4_pH[9,9,1] 0.916 0.539 0.275 0.776 2.168
beta4_pH[10,9,1] 0.719 0.275 0.345 0.673 1.285
beta4_pH[11,9,1] 0.692 0.249 0.354 0.647 1.196
beta4_pH[12,9,1] 0.929 0.377 0.442 0.833 1.721
beta4_pH[13,9,1] 0.749 0.268 0.380 0.704 1.294
beta4_pH[14,9,1] 1.043 0.338 0.562 0.994 1.701
beta4_pH[15,9,1] 0.922 0.270 0.539 0.879 1.443
beta4_pH[16,9,1] 0.891 0.363 0.418 0.811 1.656
beta4_pH[1,10,1] 0.690 0.285 0.307 0.635 1.279
beta4_pH[2,10,1] 0.852 0.212 0.547 0.822 1.259
beta4_pH[3,10,1] 0.912 0.288 0.509 0.868 1.480
beta4_pH[4,10,1] 0.812 0.272 0.432 0.776 1.349
beta4_pH[5,10,1] 0.660 0.524 0.088 0.516 1.992
beta4_pH[6,10,1] 1.920 1.728 0.230 1.348 6.669
beta4_pH[7,10,1] 1.088 0.611 0.345 0.926 2.476
beta4_pH[8,10,1] 0.750 0.431 0.228 0.642 1.723
beta4_pH[9,10,1] 0.921 0.537 0.273 0.772 2.160
beta4_pH[10,10,1] 0.723 0.280 0.344 0.676 1.293
beta4_pH[11,10,1] 0.700 0.252 0.352 0.656 1.203
beta4_pH[12,10,1] 0.923 0.375 0.437 0.838 1.704
beta4_pH[13,10,1] 0.744 0.267 0.379 0.694 1.290
beta4_pH[14,10,1] 1.031 0.334 0.559 0.975 1.702
beta4_pH[15,10,1] 0.917 0.268 0.537 0.880 1.441
beta4_pH[16,10,1] 0.904 0.361 0.421 0.824 1.649
beta4_pH[1,11,1] 0.693 0.292 0.305 0.643 1.282
beta4_pH[2,11,1] 0.860 0.214 0.546 0.832 1.265
beta4_pH[3,11,1] 0.918 0.287 0.513 0.871 1.474
beta4_pH[4,11,1] 0.805 0.269 0.428 0.769 1.347
beta4_pH[5,11,1] 0.670 0.520 0.086 0.539 1.964
beta4_pH[6,11,1] 1.948 1.782 0.232 1.296 6.708
beta4_pH[7,11,1] 1.092 0.615 0.349 0.945 2.501
beta4_pH[8,11,1] 0.760 0.436 0.228 0.647 1.721
beta4_pH[9,11,1] 0.933 0.552 0.275 0.786 2.206
beta4_pH[10,11,1] 0.727 0.280 0.344 0.681 1.286
beta4_pH[11,11,1] 0.686 0.244 0.353 0.647 1.189
beta4_pH[12,11,1] 0.928 0.378 0.439 0.848 1.711
beta4_pH[13,11,1] 0.753 0.272 0.379 0.702 1.296
beta4_pH[14,11,1] 1.030 0.335 0.562 0.981 1.690
beta4_pH[15,11,1] 0.915 0.269 0.537 0.871 1.442
beta4_pH[16,11,1] 0.899 0.360 0.419 0.826 1.661
beta4_pH[1,12,1] 0.690 0.284 0.308 0.640 1.282
beta4_pH[2,12,1] 0.852 0.214 0.544 0.826 1.259
beta4_pH[3,12,1] 0.910 0.286 0.511 0.857 1.476
beta4_pH[4,12,1] 0.803 0.274 0.428 0.760 1.349
beta4_pH[5,12,1] 0.682 0.525 0.086 0.541 1.968
beta4_pH[6,12,1] 1.926 1.739 0.235 1.334 6.643
beta4_pH[7,12,1] 1.073 0.596 0.348 0.928 2.477
beta4_pH[8,12,1] 0.758 0.425 0.228 0.656 1.722
beta4_pH[9,12,1] 0.925 0.528 0.277 0.798 2.176
beta4_pH[10,12,1] 0.725 0.279 0.343 0.682 1.287
beta4_pH[11,12,1] 0.688 0.249 0.352 0.642 1.196
beta4_pH[12,12,1] 0.933 0.383 0.440 0.843 1.740
beta4_pH[13,12,1] 0.753 0.269 0.382 0.706 1.294
beta4_pH[14,12,1] 1.027 0.340 0.559 0.969 1.705
beta4_pH[15,12,1] 0.920 0.266 0.543 0.875 1.442
beta4_pH[16,12,1] 0.903 0.363 0.421 0.827 1.652
beta4_pH[1,13,1] 0.694 0.286 0.308 0.644 1.282
beta4_pH[2,13,1] 0.850 0.216 0.542 0.827 1.263
beta4_pH[3,13,1] 0.903 0.282 0.514 0.855 1.468
beta4_pH[4,13,1] 0.807 0.270 0.432 0.772 1.336
beta4_pH[5,13,1] 0.662 0.518 0.088 0.512 1.929
beta4_pH[6,13,1] 1.977 1.775 0.221 1.365 6.758
beta4_pH[7,13,1] 1.108 0.621 0.353 0.964 2.495
beta4_pH[8,13,1] 0.757 0.427 0.223 0.667 1.730
beta4_pH[9,13,1] 0.908 0.539 0.273 0.763 2.178
beta4_pH[10,13,1] 0.728 0.280 0.344 0.681 1.298
beta4_pH[11,13,1] 0.692 0.248 0.352 0.651 1.186
beta4_pH[12,13,1] 0.933 0.380 0.438 0.837 1.731
beta4_pH[13,13,1] 0.752 0.268 0.382 0.706 1.298
beta4_pH[14,13,1] 1.030 0.336 0.564 0.980 1.706
beta4_pH[15,13,1] 0.913 0.268 0.536 0.867 1.439
beta4_pH[16,13,1] 0.910 0.364 0.420 0.836 1.662
beta4_pH[1,14,1] 0.691 0.288 0.307 0.628 1.286
beta4_pH[2,14,1] 0.854 0.214 0.546 0.827 1.260
beta4_pH[3,14,1] 0.917 0.285 0.518 0.873 1.479
beta4_pH[4,14,1] 0.806 0.274 0.429 0.755 1.344
beta4_pH[5,14,1] 0.690 0.535 0.088 0.547 1.990
beta4_pH[6,14,1] 1.935 1.740 0.232 1.324 6.577
beta4_pH[7,14,1] 1.086 0.604 0.351 0.931 2.515
beta4_pH[8,14,1] 0.759 0.433 0.227 0.652 1.730
beta4_pH[9,14,1] 0.933 0.538 0.277 0.797 2.169
beta4_pH[10,14,1] 0.727 0.279 0.345 0.678 1.291
beta4_pH[11,14,1] 0.683 0.246 0.352 0.636 1.193
beta4_pH[12,14,1] 0.936 0.375 0.440 0.858 1.723
beta4_pH[13,14,1] 0.742 0.268 0.382 0.693 1.282
beta4_pH[14,14,1] 1.031 0.338 0.564 0.978 1.705
beta4_pH[15,14,1] 0.915 0.270 0.537 0.868 1.442
beta4_pH[16,14,1] 0.898 0.364 0.420 0.824 1.645
beta4_pH[1,15,1] 0.686 0.288 0.306 0.634 1.277
beta4_pH[2,15,1] 0.855 0.214 0.545 0.823 1.263
beta4_pH[3,15,1] 0.907 0.280 0.514 0.864 1.468
beta4_pH[4,15,1] 0.810 0.270 0.430 0.771 1.340
beta4_pH[5,15,1] 0.673 0.519 0.088 0.546 1.976
beta4_pH[6,15,1] 1.961 1.783 0.230 1.328 6.908
beta4_pH[7,15,1] 1.114 0.616 0.349 0.964 2.506
beta4_pH[8,15,1] 0.774 0.440 0.227 0.666 1.747
beta4_pH[9,15,1] 0.940 0.554 0.274 0.791 2.202
beta4_pH[10,15,1] 0.721 0.276 0.346 0.676 1.285
beta4_pH[11,15,1] 0.691 0.248 0.350 0.645 1.191
beta4_pH[12,15,1] 0.924 0.380 0.435 0.836 1.733
beta4_pH[13,15,1] 0.747 0.267 0.379 0.702 1.289
beta4_pH[14,15,1] 1.022 0.333 0.562 0.967 1.693
beta4_pH[15,15,1] 0.914 0.268 0.541 0.869 1.445
beta4_pH[16,15,1] 0.910 0.364 0.422 0.840 1.658
beta4_pH[1,16,1] 0.689 0.286 0.304 0.635 1.287
beta4_pH[2,16,1] 0.844 0.213 0.542 0.812 1.262
beta4_pH[3,16,1] 0.912 0.283 0.512 0.867 1.469
beta4_pH[4,16,1] 0.813 0.271 0.430 0.775 1.339
beta4_pH[5,16,1] 0.689 0.540 0.086 0.538 2.005
beta4_pH[6,16,1] 1.918 1.757 0.235 1.290 6.641
beta4_pH[7,16,1] 1.103 0.611 0.349 0.956 2.489
beta4_pH[8,16,1] 0.749 0.429 0.226 0.648 1.732
beta4_pH[9,16,1] 0.926 0.548 0.277 0.782 2.227
beta4_pH[10,16,1] 0.724 0.281 0.346 0.675 1.291
beta4_pH[11,16,1] 0.683 0.248 0.350 0.636 1.195
beta4_pH[12,16,1] 0.935 0.376 0.439 0.860 1.723
beta4_pH[13,16,1] 0.747 0.266 0.380 0.699 1.293
beta4_pH[14,16,1] 1.019 0.338 0.564 0.945 1.699
beta4_pH[15,16,1] 0.919 0.269 0.538 0.873 1.438
beta4_pH[16,16,1] 0.907 0.364 0.423 0.839 1.662
beta4_pH[1,17,1] 0.693 0.287 0.304 0.637 1.272
beta4_pH[2,17,1] 0.846 0.214 0.542 0.812 1.260
beta4_pH[3,17,1] 0.907 0.284 0.515 0.863 1.469
beta4_pH[4,17,1] 0.804 0.272 0.431 0.756 1.348
beta4_pH[5,17,1] 0.683 0.530 0.087 0.548 1.948
beta4_pH[6,17,1] 1.969 1.774 0.227 1.346 6.744
beta4_pH[7,17,1] 1.089 0.611 0.348 0.941 2.507
beta4_pH[8,17,1] 0.778 0.438 0.226 0.682 1.741
beta4_pH[9,17,1] 0.914 0.533 0.276 0.773 2.171
beta4_pH[10,17,1] 0.721 0.275 0.348 0.675 1.287
beta4_pH[11,17,1] 0.687 0.249 0.350 0.643 1.198
beta4_pH[12,17,1] 0.925 0.382 0.437 0.837 1.724
beta4_pH[13,17,1] 0.740 0.265 0.379 0.688 1.289
beta4_pH[14,17,1] 1.037 0.335 0.561 0.982 1.694
beta4_pH[15,17,1] 0.922 0.273 0.537 0.880 1.447
beta4_pH[16,17,1] 0.897 0.360 0.418 0.830 1.646
beta4_pH[1,18,1] 0.695 0.286 0.308 0.647 1.288
beta4_pH[2,18,1] 0.843 0.212 0.543 0.808 1.254
beta4_pH[3,18,1] 0.919 0.282 0.515 0.880 1.473
beta4_pH[4,18,1] 0.803 0.268 0.431 0.751 1.343
beta4_pH[5,18,1] 0.681 0.527 0.086 0.548 1.957
beta4_pH[6,18,1] 1.935 1.740 0.229 1.335 6.671
beta4_pH[7,18,1] 1.083 0.603 0.349 0.938 2.461
beta4_pH[8,18,1] 0.766 0.433 0.227 0.672 1.737
beta4_pH[9,18,1] 0.925 0.543 0.276 0.774 2.181
beta4_pH[10,18,1] 0.724 0.280 0.345 0.674 1.292
beta4_pH[11,18,1] 0.693 0.248 0.353 0.651 1.197
beta4_pH[12,18,1] 0.928 0.378 0.438 0.840 1.727
beta4_pH[13,18,1] 0.746 0.269 0.380 0.694 1.290
beta4_pH[14,18,1] 1.020 0.330 0.564 0.963 1.694
beta4_pH[15,18,1] 0.906 0.265 0.538 0.869 1.442
beta4_pH[16,18,1] 0.910 0.370 0.418 0.828 1.663
beta4_pH[1,19,1] 0.692 0.292 0.305 0.636 1.276
beta4_pH[2,19,1] 0.845 0.215 0.541 0.812 1.262
beta4_pH[3,19,1] 0.905 0.284 0.515 0.854 1.479
beta4_pH[4,19,1] 0.810 0.271 0.431 0.766 1.342
beta4_pH[5,19,1] 0.685 0.531 0.088 0.559 1.976
beta4_pH[6,19,1] 1.921 1.754 0.229 1.326 6.633
beta4_pH[7,19,1] 1.081 0.607 0.348 0.939 2.476
beta4_pH[8,19,1] 0.775 0.435 0.225 0.676 1.733
beta4_pH[9,19,1] 0.919 0.541 0.278 0.765 2.199
beta4_pH[10,19,1] 0.736 0.281 0.347 0.687 1.290
beta4_pH[11,19,1] 0.687 0.247 0.352 0.642 1.189
beta4_pH[12,19,1] 0.930 0.376 0.439 0.851 1.720
beta4_pH[13,19,1] 0.752 0.271 0.380 0.702 1.294
beta4_pH[14,19,1] 1.036 0.337 0.562 0.982 1.702
beta4_pH[15,19,1] 0.913 0.270 0.537 0.879 1.441
beta4_pH[16,19,1] 0.901 0.361 0.419 0.817 1.655
beta4_pH[1,20,1] 0.688 0.290 0.305 0.630 1.287
beta4_pH[2,20,1] 0.849 0.214 0.544 0.822 1.263
beta4_pH[3,20,1] 0.911 0.286 0.513 0.861 1.473
beta4_pH[4,20,1] 0.812 0.271 0.432 0.769 1.353
beta4_pH[5,20,1] 0.668 0.516 0.089 0.536 1.931
beta4_pH[6,20,1] 1.944 1.770 0.230 1.345 6.803
beta4_pH[7,20,1] 1.107 0.615 0.347 0.957 2.499
beta4_pH[8,20,1] 0.765 0.436 0.227 0.663 1.724
beta4_pH[9,20,1] 0.919 0.535 0.273 0.779 2.185
beta4_pH[10,20,1] 0.726 0.281 0.343 0.680 1.300
beta4_pH[11,20,1] 0.691 0.249 0.351 0.651 1.196
beta4_pH[12,20,1] 0.932 0.379 0.440 0.852 1.728
beta4_pH[13,20,1] 0.746 0.267 0.379 0.699 1.291
beta4_pH[14,20,1] 1.029 0.329 0.561 0.977 1.694
beta4_pH[15,20,1] 0.915 0.269 0.539 0.875 1.446
beta4_pH[16,20,1] 0.891 0.361 0.417 0.818 1.660
beta4_pH[1,21,1] 0.695 0.286 0.309 0.645 1.280
beta4_pH[2,21,1] 0.853 0.212 0.544 0.827 1.258
beta4_pH[3,21,1] 0.911 0.290 0.511 0.864 1.474
beta4_pH[4,21,1] 0.808 0.268 0.428 0.771 1.342
beta4_pH[5,21,1] 0.684 0.533 0.086 0.556 1.971
beta4_pH[6,21,1] 1.963 1.783 0.234 1.323 6.874
beta4_pH[7,21,1] 1.105 0.609 0.352 0.955 2.475
beta4_pH[8,21,1] 0.763 0.431 0.228 0.666 1.700
beta4_pH[9,21,1] 0.930 0.549 0.275 0.791 2.200
beta4_pH[10,21,1] 0.727 0.279 0.344 0.685 1.294
beta4_pH[11,21,1] 0.692 0.248 0.354 0.652 1.192
beta4_pH[12,21,1] 0.924 0.375 0.434 0.849 1.722
beta4_pH[13,21,1] 0.745 0.270 0.381 0.694 1.295
beta4_pH[14,21,1] 1.024 0.337 0.559 0.965 1.701
beta4_pH[15,21,1] 0.915 0.270 0.538 0.873 1.443
beta4_pH[16,21,1] 0.896 0.360 0.420 0.820 1.654
beta4_pH[1,22,1] 0.688 0.284 0.308 0.633 1.280
beta4_pH[2,22,1] 0.852 0.211 0.543 0.828 1.255
beta4_pH[3,22,1] 0.911 0.287 0.513 0.867 1.483
beta4_pH[4,22,1] 0.814 0.274 0.430 0.774 1.348
beta4_pH[5,22,1] 0.668 0.520 0.086 0.536 1.970
beta4_pH[6,22,1] 1.930 1.731 0.230 1.330 6.618
beta4_pH[7,22,1] 1.106 0.617 0.350 0.955 2.516
beta4_pH[8,22,1] 0.753 0.426 0.226 0.656 1.716
beta4_pH[9,22,1] 0.913 0.544 0.275 0.759 2.164
beta4_pH[10,22,1] 0.724 0.275 0.346 0.677 1.285
beta4_pH[11,22,1] 0.688 0.247 0.351 0.641 1.185
beta4_pH[12,22,1] 0.930 0.375 0.435 0.850 1.722
beta4_pH[13,22,1] 0.745 0.270 0.381 0.695 1.300
beta4_pH[14,22,1] 1.028 0.335 0.559 0.979 1.691
beta4_pH[15,22,1] 0.923 0.269 0.538 0.889 1.450
beta4_pH[16,22,1] 0.898 0.363 0.419 0.828 1.654
beta4_pH[1,23,1] 0.695 0.286 0.304 0.645 1.289
beta4_pH[2,23,1] 0.848 0.215 0.544 0.817 1.263
beta4_pH[3,23,1] 0.915 0.286 0.514 0.875 1.480
beta4_pH[4,23,1] 0.811 0.273 0.429 0.767 1.348
beta4_pH[5,23,1] 0.683 0.525 0.087 0.548 1.967
beta4_pH[6,23,1] 1.998 1.754 0.233 1.412 6.659
beta4_pH[7,23,1] 1.099 0.616 0.346 0.945 2.468
beta4_pH[8,23,1] 0.751 0.425 0.225 0.645 1.719
beta4_pH[9,23,1] 0.932 0.554 0.275 0.781 2.217
beta4_pH[10,23,1] 0.728 0.280 0.346 0.681 1.295
beta4_pH[11,23,1] 0.685 0.247 0.350 0.638 1.186
beta4_pH[12,23,1] 0.927 0.380 0.438 0.839 1.725
beta4_pH[13,23,1] 0.754 0.268 0.380 0.712 1.294
beta4_pH[14,23,1] 1.023 0.334 0.563 0.961 1.700
beta4_pH[15,23,1] 0.917 0.268 0.538 0.877 1.439
beta4_pH[16,23,1] 0.901 0.362 0.420 0.823 1.660
beta4_pH[1,24,1] 0.686 0.282 0.304 0.640 1.285
beta4_pH[2,24,1] 0.840 0.213 0.543 0.801 1.254
beta4_pH[3,24,1] 0.903 0.279 0.515 0.856 1.470
beta4_pH[4,24,1] 0.800 0.267 0.431 0.764 1.348
beta4_pH[5,24,1] 0.670 0.524 0.086 0.539 1.991
beta4_pH[6,24,1] 1.973 1.759 0.229 1.348 6.662
beta4_pH[7,24,1] 1.092 0.610 0.345 0.929 2.478
beta4_pH[8,24,1] 0.761 0.433 0.227 0.672 1.721
beta4_pH[9,24,1] 0.927 0.544 0.275 0.795 2.162
beta4_pH[10,24,1] 0.730 0.279 0.345 0.690 1.286
beta4_pH[11,24,1] 0.686 0.249 0.351 0.644 1.195
beta4_pH[12,24,1] 0.930 0.378 0.437 0.844 1.728
beta4_pH[13,24,1] 0.744 0.270 0.381 0.696 1.290
beta4_pH[14,24,1] 1.024 0.335 0.560 0.974 1.691
beta4_pH[15,24,1] 0.909 0.268 0.538 0.861 1.444
beta4_pH[16,24,1] 0.898 0.361 0.420 0.821 1.651
beta4_pH[1,25,1] 0.690 0.290 0.305 0.634 1.294
beta4_pH[2,25,1] 0.851 0.210 0.545 0.824 1.263
beta4_pH[3,25,1] 0.913 0.286 0.514 0.868 1.473
beta4_pH[4,25,1] 0.810 0.271 0.430 0.769 1.340
beta4_pH[5,25,1] 0.684 0.536 0.087 0.532 1.998
beta4_pH[6,25,1] 1.957 1.764 0.227 1.337 6.672
beta4_pH[7,25,1] 1.089 0.605 0.345 0.939 2.469
beta4_pH[8,25,1] 0.762 0.432 0.223 0.664 1.727
beta4_pH[9,25,1] 0.923 0.541 0.272 0.786 2.202
beta4_pH[10,25,1] 0.727 0.277 0.345 0.685 1.298
beta4_pH[11,25,1] 0.685 0.244 0.355 0.640 1.181
beta4_pH[12,25,1] 0.946 0.381 0.443 0.862 1.725
beta4_pH[13,25,1] 0.747 0.269 0.379 0.700 1.295
beta4_pH[14,25,1] 1.024 0.338 0.560 0.965 1.715
beta4_pH[15,25,1] 0.915 0.271 0.536 0.867 1.441
beta4_pH[16,25,1] 0.909 0.368 0.420 0.835 1.673
beta4_pH[1,26,1] 0.693 0.290 0.303 0.641 1.286
beta4_pH[2,26,1] 0.845 0.214 0.544 0.810 1.262
beta4_pH[3,26,1] 0.911 0.284 0.513 0.870 1.471
beta4_pH[4,26,1] 0.803 0.265 0.430 0.767 1.336
beta4_pH[5,26,1] 0.663 0.522 0.085 0.512 1.977
beta4_pH[6,26,1] 1.906 1.763 0.226 1.284 6.758
beta4_pH[7,26,1] 1.116 0.621 0.351 0.957 2.483
beta4_pH[8,26,1] 0.764 0.433 0.224 0.665 1.721
beta4_pH[9,26,1] 0.917 0.540 0.274 0.790 2.179
beta4_pH[10,26,1] 0.713 0.273 0.348 0.658 1.283
beta4_pH[11,26,1] 0.691 0.247 0.352 0.642 1.184
beta4_pH[12,26,1] 0.928 0.375 0.437 0.845 1.731
beta4_pH[13,26,1] 0.744 0.269 0.379 0.700 1.290
beta4_pH[14,26,1] 1.020 0.335 0.558 0.961 1.699
beta4_pH[15,26,1] 0.916 0.270 0.540 0.873 1.443
beta4_pH[16,26,1] 0.891 0.360 0.416 0.815 1.640
beta4_pH[1,27,1] 0.697 0.291 0.305 0.644 1.286
beta4_pH[2,27,1] 0.845 0.213 0.544 0.815 1.258
beta4_pH[3,27,1] 0.912 0.282 0.515 0.867 1.470
beta4_pH[4,27,1] 0.814 0.274 0.429 0.763 1.345
beta4_pH[5,27,1] 0.672 0.532 0.085 0.534 1.987
beta4_pH[6,27,1] 1.972 1.773 0.232 1.359 6.729
beta4_pH[7,27,1] 1.109 0.618 0.348 0.951 2.490
beta4_pH[8,27,1] 0.773 0.433 0.229 0.674 1.732
beta4_pH[9,27,1] 0.913 0.542 0.273 0.765 2.176
beta4_pH[10,27,1] 0.728 0.279 0.343 0.680 1.291
beta4_pH[11,27,1] 0.688 0.248 0.352 0.644 1.188
beta4_pH[12,27,1] 0.920 0.376 0.437 0.826 1.730
beta4_pH[13,27,1] 0.750 0.270 0.379 0.698 1.299
beta4_pH[14,27,1] 1.037 0.342 0.564 0.980 1.710
beta4_pH[15,27,1] 0.926 0.275 0.538 0.883 1.454
beta4_pH[16,27,1] 0.907 0.360 0.421 0.846 1.656
beta4_pH[1,28,1] 0.696 0.290 0.304 0.649 1.285
beta4_pH[2,28,1] 0.847 0.213 0.544 0.819 1.253
beta4_pH[3,28,1] 0.923 0.287 0.515 0.877 1.475
beta4_pH[4,28,1] 0.802 0.266 0.434 0.761 1.345
beta4_pH[5,28,1] 0.672 0.520 0.084 0.533 1.962
beta4_pH[6,28,1] 2.007 1.766 0.230 1.399 6.682
beta4_pH[7,28,1] 1.106 0.607 0.346 0.960 2.488
beta4_pH[8,28,1] 0.758 0.433 0.223 0.659 1.711
beta4_pH[9,28,1] 0.924 0.536 0.272 0.774 2.165
beta4_pH[10,28,1] 0.724 0.280 0.344 0.672 1.293
beta4_pH[11,28,1] 0.689 0.249 0.349 0.646 1.192
beta4_pH[12,28,1] 0.928 0.375 0.436 0.848 1.731
beta4_pH[13,28,1] 0.750 0.272 0.379 0.706 1.293
beta4_pH[14,28,1] 1.031 0.340 0.559 0.971 1.714
beta4_pH[15,28,1] 0.916 0.267 0.540 0.870 1.440
beta4_pH[16,28,1] 0.895 0.358 0.421 0.820 1.642
beta4_pH[1,29,1] 0.694 0.289 0.306 0.636 1.294
beta4_pH[2,29,1] 0.853 0.214 0.542 0.830 1.261
beta4_pH[3,29,1] 0.915 0.288 0.510 0.868 1.479
beta4_pH[4,29,1] 0.808 0.275 0.428 0.762 1.343
beta4_pH[5,29,1] 0.671 0.532 0.085 0.532 1.985
beta4_pH[6,29,1] 1.922 1.714 0.230 1.313 6.564
beta4_pH[7,29,1] 1.103 0.623 0.345 0.931 2.507
beta4_pH[8,29,1] 0.755 0.427 0.225 0.660 1.731
beta4_pH[9,29,1] 0.941 0.552 0.276 0.801 2.194
beta4_pH[10,29,1] 0.724 0.278 0.347 0.676 1.296
beta4_pH[11,29,1] 0.683 0.245 0.354 0.642 1.189
beta4_pH[12,29,1] 0.918 0.372 0.440 0.833 1.730
beta4_pH[13,29,1] 0.745 0.273 0.381 0.695 1.299
beta4_pH[14,29,1] 1.030 0.333 0.560 0.983 1.693
beta4_pH[15,29,1] 0.920 0.273 0.539 0.882 1.454
beta4_pH[16,29,1] 0.902 0.365 0.418 0.827 1.659
beta4_pH[1,30,1] 0.686 0.287 0.303 0.626 1.276
beta4_pH[2,30,1] 0.852 0.216 0.543 0.826 1.264
beta4_pH[3,30,1] 0.922 0.284 0.514 0.886 1.475
beta4_pH[4,30,1] 0.808 0.270 0.431 0.767 1.347
beta4_pH[5,30,1] 0.667 0.525 0.088 0.525 1.962
beta4_pH[6,30,1] 2.023 1.797 0.228 1.403 6.709
beta4_pH[7,30,1] 1.115 0.613 0.351 0.971 2.517
beta4_pH[8,30,1] 0.765 0.434 0.224 0.659 1.730
beta4_pH[9,30,1] 0.935 0.553 0.272 0.795 2.214
beta4_pH[10,30,1] 0.718 0.272 0.347 0.678 1.272
beta4_pH[11,30,1] 0.691 0.246 0.352 0.646 1.189
beta4_pH[12,30,1] 0.918 0.372 0.435 0.834 1.716
beta4_pH[13,30,1] 0.749 0.268 0.382 0.700 1.288
beta4_pH[14,30,1] 1.020 0.332 0.560 0.959 1.692
beta4_pH[15,30,1] 0.913 0.265 0.539 0.873 1.436
beta4_pH[16,30,1] 0.891 0.367 0.416 0.803 1.663
beta4_pH[1,31,1] 0.687 0.283 0.305 0.636 1.279
beta4_pH[2,31,1] 0.847 0.212 0.545 0.826 1.263
beta4_pH[3,31,1] 0.912 0.285 0.515 0.859 1.476
beta4_pH[4,31,1] 0.812 0.269 0.429 0.770 1.344
beta4_pH[5,31,1] 0.671 0.528 0.087 0.537 1.982
beta4_pH[6,31,1] 1.968 1.792 0.225 1.333 6.772
beta4_pH[7,31,1] 1.092 0.607 0.345 0.953 2.478
beta4_pH[8,31,1] 0.749 0.429 0.225 0.652 1.713
beta4_pH[9,31,1] 0.926 0.544 0.275 0.782 2.180
beta4_pH[10,31,1] 0.723 0.276 0.344 0.679 1.293
beta4_pH[11,31,1] 0.682 0.244 0.352 0.633 1.182
beta4_pH[12,31,1] 0.934 0.373 0.442 0.861 1.729
beta4_pH[13,31,1] 0.744 0.271 0.376 0.692 1.288
beta4_pH[14,31,1] 1.020 0.332 0.562 0.966 1.707
beta4_pH[15,31,1] 0.919 0.270 0.536 0.883 1.441
beta4_pH[16,31,1] 0.894 0.360 0.422 0.817 1.658
beta4_pH[1,32,1] 0.686 0.290 0.304 0.635 1.282
beta4_pH[2,32,1] 0.847 0.213 0.545 0.821 1.257
beta4_pH[3,32,1] 0.918 0.281 0.514 0.879 1.469
beta4_pH[4,32,1] 0.811 0.273 0.430 0.771 1.343
beta4_pH[5,32,1] 0.660 0.519 0.085 0.517 1.953
beta4_pH[6,32,1] 1.974 1.812 0.229 1.333 6.842
beta4_pH[7,32,1] 1.098 0.607 0.347 0.963 2.470
beta4_pH[8,32,1] 0.748 0.428 0.225 0.643 1.726
beta4_pH[9,32,1] 0.917 0.541 0.273 0.772 2.208
beta4_pH[10,32,1] 0.721 0.276 0.344 0.673 1.283
beta4_pH[11,32,1] 0.686 0.246 0.352 0.637 1.193
beta4_pH[12,32,1] 0.928 0.380 0.436 0.844 1.728
beta4_pH[13,32,1] 0.747 0.272 0.378 0.694 1.295
beta4_pH[14,32,1] 1.025 0.335 0.559 0.969 1.697
beta4_pH[15,32,1] 0.916 0.267 0.536 0.877 1.442
beta4_pH[16,32,1] 0.898 0.368 0.416 0.825 1.661
beta4_pH[1,33,1] 0.692 0.285 0.304 0.643 1.289
beta4_pH[2,33,1] 0.854 0.218 0.543 0.822 1.260
beta4_pH[3,33,1] 0.917 0.283 0.514 0.874 1.471
beta4_pH[4,33,1] 0.813 0.270 0.432 0.766 1.340
beta4_pH[5,33,1] 0.649 0.515 0.085 0.509 1.964
beta4_pH[6,33,1] 1.955 1.764 0.229 1.347 6.746
beta4_pH[7,33,1] 1.105 0.612 0.347 0.960 2.503
beta4_pH[8,33,1] 0.761 0.431 0.224 0.667 1.729
beta4_pH[9,33,1] 0.932 0.546 0.275 0.794 2.198
beta4_pH[10,33,1] 0.728 0.277 0.346 0.691 1.286
beta4_pH[11,33,1] 0.693 0.246 0.355 0.651 1.193
beta4_pH[12,33,1] 0.919 0.366 0.435 0.834 1.717
beta4_pH[13,33,1] 0.751 0.274 0.379 0.696 1.296
beta4_pH[14,33,1] 1.031 0.338 0.563 0.976 1.709
beta4_pH[15,33,1] 0.913 0.269 0.536 0.876 1.438
beta4_pH[16,33,1] 0.899 0.359 0.420 0.839 1.665
beta4_pH[1,34,1] 0.700 0.289 0.305 0.654 1.280
beta4_pH[2,34,1] 0.857 0.218 0.541 0.825 1.262
beta4_pH[3,34,1] 0.903 0.284 0.515 0.856 1.473
beta4_pH[4,34,1] 0.807 0.265 0.430 0.768 1.335
beta4_pH[5,34,1] 0.669 0.520 0.085 0.550 1.962
beta4_pH[6,34,1] 1.998 1.797 0.232 1.365 6.759
beta4_pH[7,34,1] 1.104 0.617 0.345 0.953 2.503
beta4_pH[8,34,1] 0.765 0.433 0.226 0.669 1.744
beta4_pH[9,34,1] 0.926 0.544 0.280 0.779 2.190
beta4_pH[10,34,1] 0.735 0.280 0.345 0.695 1.292
beta4_pH[11,34,1] 0.691 0.245 0.354 0.647 1.188
beta4_pH[12,34,1] 0.918 0.371 0.438 0.827 1.715
beta4_pH[13,34,1] 0.743 0.270 0.378 0.686 1.287
beta4_pH[14,34,1] 1.019 0.334 0.562 0.961 1.702
beta4_pH[15,34,1] 0.919 0.272 0.539 0.875 1.444
beta4_pH[16,34,1] 0.884 0.357 0.416 0.807 1.645
beta4_pH[1,35,1] 0.418 0.149 0.201 0.393 0.754
beta4_pH[2,35,1] 0.781 0.083 0.635 0.776 0.961
beta4_pH[3,35,1] 1.026 0.170 0.738 1.014 1.392
beta4_pH[4,35,1] 0.592 0.229 0.271 0.554 1.144
beta4_pH[5,35,1] 0.128 0.092 0.028 0.103 0.384
beta4_pH[6,35,1] 0.749 0.645 0.122 0.567 2.474
beta4_pH[7,35,1] 2.255 1.795 0.442 1.760 6.949
beta4_pH[8,35,1] 0.521 0.260 0.188 0.465 1.163
beta4_pH[9,35,1] 0.613 0.547 0.099 0.451 2.121
beta4_pH[10,35,1] 0.629 0.135 0.407 0.617 0.930
beta4_pH[11,35,1] 0.757 0.200 0.437 0.730 1.225
beta4_pH[12,35,1] 1.456 0.992 0.336 1.202 4.111
beta4_pH[13,35,1] 0.724 0.108 0.529 0.717 0.953
beta4_pH[14,35,1] 0.790 0.269 0.397 0.745 1.416
beta4_pH[15,35,1] 0.880 0.118 0.672 0.872 1.136
beta4_pH[16,35,1] 0.589 0.265 0.237 0.531 1.242
beta4_pH[1,36,1] 0.913 0.200 0.581 0.896 1.355
beta4_pH[2,36,1] 0.861 0.112 0.664 0.855 1.103
beta4_pH[3,36,1] 0.873 0.152 0.618 0.857 1.210
beta4_pH[4,36,1] 0.759 0.233 0.404 0.725 1.328
beta4_pH[5,36,1] 0.675 0.761 0.066 0.442 2.837
beta4_pH[6,36,1] 6.048 4.498 0.751 4.715 17.505
beta4_pH[7,36,1] 1.146 0.643 0.347 1.003 2.852
beta4_pH[8,36,1] 0.930 0.400 0.383 0.860 1.975
beta4_pH[9,36,1] 0.539 0.399 0.126 0.440 1.540
beta4_pH[10,36,1] 0.458 0.127 0.266 0.443 0.758
beta4_pH[11,36,1] 0.556 0.110 0.375 0.547 0.797
beta4_pH[12,36,1] 0.857 0.453 0.279 0.759 2.002
beta4_pH[13,36,1] 0.791 0.128 0.570 0.785 1.066
beta4_pH[14,36,1] 1.226 0.436 0.605 1.154 2.252
beta4_pH[15,36,1] 0.959 0.131 0.728 0.951 1.232
beta4_pH[16,36,1] 1.018 0.391 0.457 0.940 1.975
beta4_pH[1,37,1] 0.765 0.177 0.476 0.747 1.156
beta4_pH[2,37,1] 0.774 0.089 0.623 0.767 0.959
beta4_pH[3,37,1] 0.903 0.136 0.673 0.894 1.190
beta4_pH[4,37,1] 0.749 0.230 0.405 0.710 1.296
beta4_pH[5,37,1] 1.121 1.264 0.112 0.720 4.782
beta4_pH[6,37,1] 2.059 2.135 0.251 1.408 7.892
beta4_pH[7,37,1] 1.232 0.854 0.310 1.012 3.468
beta4_pH[8,37,1] 0.966 0.393 0.412 0.899 1.902
beta4_pH[9,37,1] 1.799 1.936 0.215 1.188 7.065
beta4_pH[10,37,1] 0.773 0.153 0.511 0.756 1.116
beta4_pH[11,37,1] 0.842 0.174 0.547 0.822 1.229
beta4_pH[12,37,1] 0.808 0.541 0.209 0.678 2.109
beta4_pH[13,37,1] 0.616 0.094 0.457 0.610 0.813
beta4_pH[14,37,1] 1.009 0.372 0.477 0.948 1.896
beta4_pH[15,37,1] 0.707 0.100 0.531 0.700 0.918
beta4_pH[16,37,1] 0.606 0.185 0.322 0.579 1.025
beta4_pH[1,38,1] 0.736 0.153 0.477 0.721 1.084
beta4_pH[2,38,1] 0.715 0.082 0.568 0.711 0.881
beta4_pH[3,38,1] 0.894 0.160 0.615 0.880 1.239
beta4_pH[4,38,1] 0.904 0.242 0.523 0.873 1.462
beta4_pH[5,38,1] 0.515 0.406 0.095 0.399 1.561
beta4_pH[6,38,1] 1.708 2.066 0.140 1.043 7.711
beta4_pH[7,38,1] 0.504 0.303 0.145 0.428 1.299
beta4_pH[8,38,1] 0.746 0.289 0.322 0.695 1.449
beta4_pH[9,38,1] 1.531 1.023 0.383 1.264 4.206
beta4_pH[10,38,1] 0.722 0.161 0.453 0.707 1.087
beta4_pH[11,38,1] 0.537 0.135 0.320 0.524 0.839
beta4_pH[12,38,1] 0.786 0.531 0.207 0.656 2.236
beta4_pH[13,38,1] 0.910 0.188 0.591 0.893 1.326
beta4_pH[14,38,1] 1.145 0.446 0.497 1.065 2.207
beta4_pH[15,38,1] 0.847 0.097 0.666 0.842 1.049
beta4_pH[16,38,1] 0.818 0.336 0.342 0.756 1.613
beta4_pH[1,39,1] 0.705 0.144 0.464 0.692 1.038
beta4_pH[2,39,1] 0.866 0.105 0.680 0.857 1.088
beta4_pH[3,39,1] 0.840 0.120 0.635 0.832 1.108
beta4_pH[4,39,1] 0.840 0.281 0.421 0.791 1.495
beta4_pH[5,39,1] 1.084 1.178 0.114 0.733 4.240
beta4_pH[6,39,1] 0.484 0.710 0.037 0.289 2.160
beta4_pH[7,39,1] 1.847 1.716 0.302 1.331 6.555
beta4_pH[8,39,1] 1.388 0.757 0.456 1.217 3.297
beta4_pH[9,39,1] 2.029 1.689 0.390 1.567 6.373
beta4_pH[10,39,1] 0.754 0.203 0.426 0.732 1.216
beta4_pH[11,39,1] 0.690 0.175 0.412 0.671 1.108
beta4_pH[12,39,1] 0.779 0.443 0.233 0.680 1.885
beta4_pH[13,39,1] 0.727 0.121 0.522 0.718 0.989
beta4_pH[14,39,1] 0.986 0.382 0.441 0.917 1.906
beta4_pH[15,39,1] 0.994 0.110 0.798 0.987 1.238
beta4_pH[16,39,1] 0.862 0.357 0.380 0.798 1.696
beta4_pH[1,40,1] 0.768 0.133 0.539 0.756 1.050
beta4_pH[2,40,1] 0.764 0.087 0.605 0.759 0.949
beta4_pH[3,40,1] 0.922 0.138 0.679 0.912 1.216
beta4_pH[4,40,1] 0.883 0.213 0.526 0.858 1.364
beta4_pH[5,40,1] 0.323 0.240 0.073 0.261 0.939
beta4_pH[6,40,1] 2.038 2.040 0.229 1.394 7.736
beta4_pH[7,40,1] 1.546 1.334 0.266 1.160 4.993
beta4_pH[8,40,1] 0.361 0.282 0.072 0.284 1.073
beta4_pH[9,40,1] 0.515 0.487 0.070 0.366 1.842
beta4_pH[10,40,1] 0.917 0.245 0.519 0.889 1.470
beta4_pH[11,40,1] 0.467 0.119 0.279 0.453 0.743
beta4_pH[12,40,1] 0.659 0.384 0.191 0.560 1.669
beta4_pH[13,40,1] 0.782 0.120 0.570 0.771 1.036
beta4_pH[14,40,1] 0.761 0.248 0.377 0.721 1.318
beta4_pH[15,40,1] 0.838 0.094 0.664 0.834 1.042
beta4_pH[16,40,1] 1.172 0.515 0.483 1.076 2.418
beta4_pH[1,41,1] 0.611 0.133 0.392 0.598 0.912
beta4_pH[2,41,1] 0.786 0.104 0.608 0.777 1.006
beta4_pH[3,41,1] 0.883 0.147 0.629 0.870 1.202
beta4_pH[4,41,1] 0.870 0.380 0.355 0.791 1.779
beta4_pH[5,41,1] 1.420 0.800 0.449 1.220 3.515
beta4_pH[6,41,1] 2.980 3.007 0.296 1.967 11.858
beta4_pH[7,41,1] 0.832 0.512 0.237 0.701 2.187
beta4_pH[8,41,1] 1.185 0.703 0.328 1.022 3.025
beta4_pH[9,41,1] 0.511 0.551 0.062 0.345 2.034
beta4_pH[10,41,1] 0.783 0.176 0.502 0.768 1.179
beta4_pH[11,41,1] 0.853 0.237 0.476 0.819 1.395
beta4_pH[12,41,1] 0.982 0.479 0.369 0.885 2.208
beta4_pH[13,41,1] 0.702 0.111 0.510 0.692 0.937
beta4_pH[14,41,1] 1.122 0.353 0.588 1.067 1.913
beta4_pH[15,41,1] 0.784 0.094 0.619 0.778 0.975
beta4_pH[16,41,1] 0.937 0.453 0.348 0.844 2.070
beta4_pH[1,42,1] 0.676 0.146 0.443 0.659 1.020
beta4_pH[2,42,1] 0.784 0.098 0.606 0.779 0.985
beta4_pH[3,42,1] 0.790 0.156 0.533 0.772 1.147
beta4_pH[4,42,1] 0.982 0.321 0.496 0.933 1.728
beta4_pH[5,42,1] 1.421 1.569 0.152 0.946 5.638
beta4_pH[6,42,1] 0.350 0.274 0.065 0.273 1.050
beta4_pH[7,42,1] 0.968 0.614 0.251 0.813 2.605
beta4_pH[8,42,1] 0.784 0.334 0.327 0.721 1.612
beta4_pH[9,42,1] 0.801 0.591 0.165 0.640 2.471
beta4_pH[10,42,1] 0.919 0.208 0.575 0.896 1.392
beta4_pH[11,42,1] 0.644 0.142 0.417 0.624 0.974
beta4_pH[12,42,1] 0.843 0.395 0.324 0.760 1.852
beta4_pH[13,42,1] 0.510 0.159 0.261 0.488 0.884
beta4_pH[14,42,1] 0.905 0.320 0.436 0.854 1.679
beta4_pH[15,42,1] 0.924 0.092 0.756 0.921 1.125
beta4_pH[16,42,1] 0.568 0.201 0.269 0.537 1.037
beta4_pH[1,43,1] 0.803 0.194 0.487 0.781 1.240
beta4_pH[2,43,1] 0.754 0.081 0.609 0.750 0.925
beta4_pH[3,43,1] 0.670 0.094 0.500 0.665 0.869
beta4_pH[4,43,1] 0.832 0.268 0.422 0.793 1.455
beta4_pH[5,43,1] 1.597 0.730 0.607 1.443 3.367
beta4_pH[6,43,1] 1.153 0.928 0.234 0.892 3.769
beta4_pH[7,43,1] 0.737 0.653 0.131 0.545 2.497
beta4_pH[8,43,1] 0.640 0.287 0.250 0.580 1.356
beta4_pH[9,43,1] 1.157 1.069 0.165 0.850 4.029
beta4_pH[10,43,1] 0.682 0.144 0.446 0.668 1.006
beta4_pH[11,43,1] 0.637 0.136 0.407 0.623 0.937
beta4_pH[12,43,1] 0.763 0.379 0.265 0.682 1.698
beta4_pH[13,43,1] 0.585 0.118 0.389 0.574 0.851
beta4_pH[14,43,1] 1.092 0.342 0.570 1.044 1.917
beta4_pH[15,43,1] 0.851 0.103 0.668 0.844 1.066
beta4_pH[16,43,1] 1.224 0.454 0.558 1.154 2.378
beta4_pH[1,44,1] 0.610 0.167 0.344 0.590 0.996
beta4_pH[2,44,1] 0.701 0.081 0.556 0.695 0.877
beta4_pH[3,44,1] 0.635 0.102 0.461 0.627 0.856
beta4_pH[4,44,1] 0.835 0.206 0.506 0.810 1.305
beta4_pH[5,44,1] 1.248 0.618 0.447 1.122 2.707
beta4_pH[6,44,1] 1.288 1.454 0.124 0.829 5.254
beta4_pH[7,44,1] 1.164 0.652 0.360 1.008 2.904
beta4_pH[8,44,1] 0.450 0.300 0.112 0.376 1.213
beta4_pH[9,44,1] 1.001 0.894 0.159 0.747 3.374
beta4_pH[10,44,1] 0.628 0.156 0.378 0.611 0.988
beta4_pH[11,44,1] 0.355 0.121 0.177 0.334 0.646
beta4_pH[12,44,1] 0.613 0.331 0.199 0.538 1.453
beta4_pH[13,44,1] 0.543 0.101 0.373 0.536 0.770
beta4_pH[14,44,1] 0.683 0.178 0.406 0.662 1.100
beta4_pH[15,44,1] 0.646 0.084 0.496 0.643 0.825
beta4_pH[16,44,1] 0.439 0.193 0.174 0.404 0.914
beta4_pH[1,45,1] 0.792 0.189 0.488 0.770 1.236
beta4_pH[2,45,1] 0.707 0.089 0.552 0.700 0.895
beta4_pH[3,45,1] 0.770 0.139 0.528 0.758 1.074
beta4_pH[4,45,1] 0.750 0.191 0.438 0.731 1.165
beta4_pH[5,45,1] 0.988 1.172 0.089 0.623 4.090
beta4_pH[6,45,1] 1.186 1.089 0.181 0.881 4.132
beta4_pH[7,45,1] 0.697 0.595 0.119 0.523 2.261
beta4_pH[8,45,1] 1.187 0.528 0.461 1.088 2.538
beta4_pH[9,45,1] 0.103 0.140 0.010 0.064 0.422
beta4_pH[10,45,1] 0.852 0.202 0.529 0.824 1.300
beta4_pH[11,45,1] 0.470 0.102 0.305 0.460 0.698
beta4_pH[12,45,1] 0.784 0.359 0.300 0.712 1.725
beta4_pH[13,45,1] 0.461 0.077 0.328 0.455 0.624
beta4_pH[14,45,1] 0.747 0.181 0.453 0.729 1.149
beta4_pH[15,45,1] 0.506 0.070 0.381 0.501 0.655
beta4_pH[16,45,1] 0.265 0.160 0.076 0.226 0.657
beta4_pH[1,46,1] 0.795 0.169 0.518 0.778 1.170
beta4_pH[2,46,1] 0.680 0.096 0.506 0.675 0.886
beta4_pH[3,46,1] 0.759 0.113 0.558 0.757 0.998
beta4_pH[4,46,1] 0.873 0.320 0.401 0.822 1.652
beta4_pH[5,46,1] 1.134 0.621 0.369 0.984 2.644
beta4_pH[6,46,1] 1.487 1.819 0.115 0.893 6.566
beta4_pH[7,46,1] 1.622 1.203 0.349 1.317 4.684
beta4_pH[8,46,1] 1.069 0.487 0.416 0.974 2.251
beta4_pH[9,46,1] 1.635 1.586 0.221 1.161 5.990
beta4_pH[10,46,1] 0.659 0.174 0.377 0.635 1.044
beta4_pH[11,46,1] 0.705 0.158 0.448 0.684 1.068
beta4_pH[12,46,1] 1.146 0.605 0.397 1.017 2.653
beta4_pH[13,46,1] 0.602 0.182 0.320 0.578 1.036
beta4_pH[14,46,1] 0.986 0.356 0.466 0.927 1.839
beta4_pH[15,46,1] 0.621 0.076 0.484 0.618 0.779
beta4_pH[16,46,1] 0.619 0.281 0.239 0.564 1.316
beta4_pH[1,47,1] 0.631 0.149 0.389 0.613 0.972
beta4_pH[2,47,1] 0.765 0.110 0.576 0.754 1.006
beta4_pH[3,47,1] 0.771 0.119 0.562 0.762 1.036
beta4_pH[4,47,1] 0.546 0.230 0.225 0.503 1.122
beta4_pH[5,47,1] 0.113 0.086 0.022 0.090 0.329
beta4_pH[6,47,1] 0.185 0.138 0.042 0.148 0.525
beta4_pH[7,47,1] 0.491 0.433 0.083 0.366 1.614
beta4_pH[8,47,1] 0.871 0.608 0.205 0.723 2.383
beta4_pH[9,47,1] 0.475 0.618 0.039 0.289 2.120
beta4_pH[10,47,1] 0.847 0.274 0.430 0.808 1.489
beta4_pH[11,47,1] 0.589 0.122 0.385 0.577 0.858
beta4_pH[12,47,1] 1.646 0.971 0.497 1.404 4.187
beta4_pH[13,47,1] 0.683 0.117 0.483 0.673 0.937
beta4_pH[14,47,1] 0.871 0.336 0.402 0.812 1.708
beta4_pH[15,47,1] 0.710 0.118 0.501 0.702 0.962
beta4_pH[16,47,1] 0.819 0.331 0.349 0.759 1.654
beta4_pH[1,1,2] 0.702 0.291 0.305 0.652 1.286
beta4_pH[2,1,2] 0.842 0.213 0.541 0.807 1.259
beta4_pH[3,1,2] 0.914 0.285 0.514 0.881 1.476
beta4_pH[4,1,2] 0.812 0.270 0.433 0.772 1.347
beta4_pH[5,1,2] 0.680 0.521 0.087 0.548 1.942
beta4_pH[6,1,2] 1.917 1.745 0.229 1.318 6.658
beta4_pH[7,1,2] 1.097 0.612 0.349 0.943 2.476
beta4_pH[8,1,2] 0.751 0.420 0.226 0.662 1.699
beta4_pH[9,1,2] 0.924 0.534 0.274 0.787 2.168
beta4_pH[10,1,2] 0.720 0.273 0.347 0.680 1.295
beta4_pH[11,1,2] 0.689 0.248 0.352 0.644 1.197
beta4_pH[12,1,2] 0.936 0.377 0.436 0.858 1.722
beta4_pH[13,1,2] 0.749 0.267 0.383 0.704 1.285
beta4_pH[14,1,2] 1.022 0.337 0.562 0.961 1.702
beta4_pH[15,1,2] 0.916 0.272 0.535 0.870 1.448
beta4_pH[16,1,2] 0.897 0.357 0.419 0.823 1.667
beta4_pH[1,2,2] 0.690 0.282 0.307 0.641 1.284
beta4_pH[2,2,2] 0.849 0.215 0.544 0.821 1.264
beta4_pH[3,2,2] 0.910 0.288 0.511 0.861 1.479
beta4_pH[4,2,2] 0.807 0.271 0.429 0.758 1.350
beta4_pH[5,2,2] 0.703 0.538 0.088 0.564 1.979
beta4_pH[6,2,2] 1.997 1.777 0.233 1.384 6.687
beta4_pH[7,2,2] 1.113 0.622 0.349 0.961 2.503
beta4_pH[8,2,2] 0.768 0.437 0.225 0.660 1.736
beta4_pH[9,2,2] 0.918 0.539 0.275 0.768 2.190
beta4_pH[10,2,2] 0.717 0.276 0.343 0.664 1.277
beta4_pH[11,2,2] 0.689 0.245 0.350 0.655 1.185
beta4_pH[12,2,2] 0.932 0.379 0.437 0.849 1.739
beta4_pH[13,2,2] 0.755 0.276 0.381 0.708 1.307
beta4_pH[14,2,2] 1.022 0.329 0.562 0.968 1.690
beta4_pH[15,2,2] 0.914 0.268 0.537 0.874 1.446
beta4_pH[16,2,2] 0.901 0.359 0.421 0.844 1.658
beta4_pH[1,3,2] 0.694 0.289 0.306 0.646 1.282
beta4_pH[2,3,2] 0.858 0.213 0.544 0.830 1.269
beta4_pH[3,3,2] 0.913 0.283 0.513 0.869 1.469
beta4_pH[4,3,2] 0.804 0.276 0.430 0.757 1.348
beta4_pH[5,3,2] 0.653 0.510 0.085 0.525 1.933
beta4_pH[6,3,2] 1.892 1.729 0.226 1.280 6.633
beta4_pH[7,3,2] 1.102 0.620 0.345 0.944 2.498
beta4_pH[8,3,2] 0.774 0.428 0.228 0.684 1.716
beta4_pH[9,3,2] 0.927 0.548 0.277 0.776 2.211
beta4_pH[10,3,2] 0.722 0.279 0.345 0.677 1.287
beta4_pH[11,3,2] 0.692 0.251 0.352 0.649 1.187
beta4_pH[12,3,2] 0.937 0.373 0.445 0.857 1.721
beta4_pH[13,3,2] 0.744 0.267 0.380 0.699 1.294
beta4_pH[14,3,2] 1.034 0.338 0.560 0.980 1.699
beta4_pH[15,3,2] 0.919 0.269 0.539 0.877 1.445
beta4_pH[16,3,2] 0.902 0.366 0.420 0.828 1.662
beta4_pH[1,4,2] 0.697 0.288 0.308 0.643 1.280
beta4_pH[2,4,2] 0.852 0.214 0.545 0.823 1.257
beta4_pH[3,4,2] 0.910 0.284 0.512 0.867 1.470
beta4_pH[4,4,2] 0.807 0.270 0.432 0.765 1.344
beta4_pH[5,4,2] 0.684 0.529 0.086 0.552 1.991
beta4_pH[6,4,2] 1.964 1.766 0.232 1.340 6.748
beta4_pH[7,4,2] 1.106 0.624 0.347 0.956 2.508
beta4_pH[8,4,2] 0.768 0.433 0.225 0.671 1.741
beta4_pH[9,4,2] 0.932 0.542 0.269 0.803 2.178
beta4_pH[10,4,2] 0.723 0.275 0.346 0.680 1.287
beta4_pH[11,4,2] 0.690 0.246 0.353 0.638 1.191
beta4_pH[12,4,2] 0.933 0.385 0.434 0.855 1.733
beta4_pH[13,4,2] 0.742 0.265 0.379 0.691 1.285
beta4_pH[14,4,2] 1.028 0.339 0.561 0.964 1.700
beta4_pH[15,4,2] 0.919 0.268 0.540 0.884 1.448
beta4_pH[16,4,2] 0.901 0.366 0.420 0.822 1.669
beta4_pH[1,5,2] 0.685 0.289 0.305 0.624 1.279
beta4_pH[2,5,2] 0.853 0.214 0.544 0.826 1.265
beta4_pH[3,5,2] 0.906 0.285 0.512 0.858 1.471
beta4_pH[4,5,2] 0.803 0.268 0.432 0.761 1.336
beta4_pH[5,5,2] 0.679 0.518 0.085 0.553 1.926
beta4_pH[6,5,2] 1.993 1.785 0.231 1.353 6.697
beta4_pH[7,5,2] 1.103 0.604 0.352 0.963 2.482
beta4_pH[8,5,2] 0.746 0.424 0.225 0.642 1.726
beta4_pH[9,5,2] 0.927 0.539 0.276 0.787 2.142
beta4_pH[10,5,2] 0.727 0.276 0.347 0.678 1.292
beta4_pH[11,5,2] 0.692 0.243 0.354 0.654 1.192
beta4_pH[12,5,2] 0.922 0.371 0.439 0.844 1.720
beta4_pH[13,5,2] 0.758 0.271 0.381 0.707 1.297
beta4_pH[14,5,2] 1.027 0.342 0.559 0.975 1.706
beta4_pH[15,5,2] 0.905 0.269 0.534 0.858 1.442
beta4_pH[16,5,2] 0.898 0.362 0.418 0.828 1.648
beta4_pH[1,6,2] 0.698 0.288 0.305 0.644 1.284
beta4_pH[2,6,2] 0.850 0.214 0.544 0.820 1.267
beta4_pH[3,6,2] 0.916 0.287 0.513 0.874 1.471
beta4_pH[4,6,2] 0.811 0.272 0.429 0.770 1.350
beta4_pH[5,6,2] 0.668 0.523 0.083 0.527 1.950
beta4_pH[6,6,2] 1.933 1.744 0.219 1.328 6.763
beta4_pH[7,6,2] 1.101 0.614 0.351 0.937 2.474
beta4_pH[8,6,2] 0.768 0.435 0.229 0.663 1.749
beta4_pH[9,6,2] 0.923 0.540 0.271 0.785 2.174
beta4_pH[10,6,2] 0.727 0.277 0.345 0.684 1.294
beta4_pH[11,6,2] 0.689 0.248 0.350 0.649 1.186
beta4_pH[12,6,2] 0.945 0.380 0.441 0.866 1.738
beta4_pH[13,6,2] 0.753 0.270 0.382 0.698 1.296
beta4_pH[14,6,2] 1.026 0.334 0.563 0.969 1.701
beta4_pH[15,6,2] 0.928 0.272 0.535 0.892 1.452
beta4_pH[16,6,2] 0.898 0.352 0.420 0.829 1.651
beta4_pH[1,7,2] 0.689 0.288 0.305 0.636 1.280
beta4_pH[2,7,2] 0.852 0.216 0.543 0.826 1.268
beta4_pH[3,7,2] 0.918 0.286 0.512 0.879 1.465
beta4_pH[4,7,2] 0.800 0.265 0.434 0.765 1.339
beta4_pH[5,7,2] 0.664 0.514 0.086 0.531 1.936
beta4_pH[6,7,2] 1.955 1.757 0.222 1.349 6.644
beta4_pH[7,7,2] 1.092 0.611 0.347 0.935 2.494
beta4_pH[8,7,2] 0.750 0.425 0.225 0.645 1.705
beta4_pH[9,7,2] 0.923 0.546 0.272 0.773 2.194
beta4_pH[10,7,2] 0.729 0.275 0.347 0.684 1.280
beta4_pH[11,7,2] 0.682 0.243 0.353 0.639 1.180
beta4_pH[12,7,2] 0.924 0.385 0.436 0.834 1.735
beta4_pH[13,7,2] 0.747 0.273 0.380 0.689 1.299
beta4_pH[14,7,2] 1.025 0.340 0.561 0.957 1.693
beta4_pH[15,7,2] 0.916 0.269 0.539 0.874 1.440
beta4_pH[16,7,2] 0.908 0.368 0.422 0.839 1.668
beta4_pH[1,8,2] 0.693 0.285 0.304 0.641 1.284
beta4_pH[2,8,2] 0.847 0.211 0.541 0.820 1.260
beta4_pH[3,8,2] 0.919 0.284 0.515 0.882 1.469
beta4_pH[4,8,2] 0.817 0.273 0.428 0.778 1.342
beta4_pH[5,8,2] 0.660 0.518 0.084 0.525 1.960
beta4_pH[6,8,2] 1.933 1.774 0.231 1.291 6.748
beta4_pH[7,8,2] 1.108 0.615 0.352 0.965 2.513
beta4_pH[8,8,2] 0.757 0.431 0.230 0.659 1.736
beta4_pH[9,8,2] 0.929 0.547 0.274 0.787 2.197
beta4_pH[10,8,2] 0.735 0.280 0.349 0.687 1.294
beta4_pH[11,8,2] 0.689 0.245 0.351 0.647 1.190
beta4_pH[12,8,2] 0.930 0.373 0.442 0.840 1.730
beta4_pH[13,8,2] 0.747 0.271 0.379 0.697 1.296
beta4_pH[14,8,2] 1.027 0.334 0.560 0.973 1.701
beta4_pH[15,8,2] 0.925 0.270 0.540 0.888 1.445
beta4_pH[16,8,2] 0.895 0.357 0.417 0.823 1.647
beta4_pH[1,9,2] 0.693 0.284 0.306 0.643 1.284
beta4_pH[2,9,2] 0.852 0.213 0.543 0.824 1.263
beta4_pH[3,9,2] 0.917 0.281 0.515 0.879 1.476
beta4_pH[4,9,2] 0.815 0.278 0.428 0.771 1.353
beta4_pH[5,9,2] 0.677 0.521 0.087 0.554 1.974
beta4_pH[6,9,2] 1.969 1.748 0.230 1.381 6.663
beta4_pH[7,9,2] 1.139 0.635 0.353 0.982 2.523
beta4_pH[8,9,2] 0.765 0.425 0.228 0.670 1.715
beta4_pH[9,9,2] 0.925 0.550 0.272 0.774 2.194
beta4_pH[10,9,2] 0.723 0.274 0.344 0.680 1.278
beta4_pH[11,9,2] 0.686 0.248 0.351 0.637 1.186
beta4_pH[12,9,2] 0.928 0.384 0.438 0.835 1.733
beta4_pH[13,9,2] 0.748 0.274 0.380 0.702 1.296
beta4_pH[14,9,2] 1.038 0.336 0.563 0.989 1.698
beta4_pH[15,9,2] 0.923 0.270 0.539 0.889 1.452
beta4_pH[16,9,2] 0.904 0.363 0.421 0.829 1.663
beta4_pH[1,10,2] 0.692 0.288 0.305 0.642 1.283
beta4_pH[2,10,2] 0.847 0.216 0.543 0.815 1.261
beta4_pH[3,10,2] 0.911 0.282 0.514 0.863 1.469
beta4_pH[4,10,2] 0.804 0.274 0.429 0.758 1.356
beta4_pH[5,10,2] 0.677 0.528 0.084 0.537 1.999
beta4_pH[6,10,2] 1.953 1.781 0.228 1.323 6.851
beta4_pH[7,10,2] 1.094 0.609 0.350 0.944 2.495
beta4_pH[8,10,2] 0.761 0.436 0.224 0.664 1.731
beta4_pH[9,10,2] 0.940 0.547 0.279 0.798 2.211
beta4_pH[10,10,2] 0.716 0.276 0.345 0.668 1.280
beta4_pH[11,10,2] 0.694 0.247 0.351 0.655 1.182
beta4_pH[12,10,2] 0.934 0.375 0.440 0.851 1.720
beta4_pH[13,10,2] 0.739 0.267 0.377 0.686 1.290
beta4_pH[14,10,2] 1.031 0.331 0.566 0.981 1.694
beta4_pH[15,10,2] 0.914 0.270 0.538 0.873 1.443
beta4_pH[16,10,2] 0.908 0.364 0.421 0.833 1.664
beta4_pH[1,11,2] 0.695 0.282 0.306 0.642 1.279
beta4_pH[2,11,2] 0.857 0.219 0.542 0.831 1.269
beta4_pH[3,11,2] 0.908 0.288 0.509 0.860 1.475
beta4_pH[4,11,2] 0.805 0.267 0.434 0.763 1.336
beta4_pH[5,11,2] 0.662 0.518 0.084 0.526 1.940
beta4_pH[6,11,2] 1.959 1.758 0.233 1.372 6.743
beta4_pH[7,11,2] 1.090 0.606 0.349 0.939 2.474
beta4_pH[8,11,2] 0.752 0.427 0.224 0.651 1.724
beta4_pH[9,11,2] 0.937 0.547 0.275 0.788 2.188
beta4_pH[10,11,2] 0.722 0.276 0.347 0.675 1.293
beta4_pH[11,11,2] 0.699 0.246 0.354 0.661 1.191
beta4_pH[12,11,2] 0.938 0.379 0.438 0.860 1.736
beta4_pH[13,11,2] 0.745 0.270 0.377 0.692 1.295
beta4_pH[14,11,2] 1.023 0.339 0.561 0.966 1.698
beta4_pH[15,11,2] 0.925 0.272 0.537 0.890 1.447
beta4_pH[16,11,2] 0.902 0.360 0.418 0.830 1.658
beta4_pH[1,12,2] 0.698 0.289 0.303 0.647 1.284
beta4_pH[2,12,2] 0.854 0.215 0.543 0.825 1.263
beta4_pH[3,12,2] 0.917 0.288 0.511 0.867 1.473
beta4_pH[4,12,2] 0.815 0.271 0.431 0.770 1.346
beta4_pH[5,12,2] 0.669 0.521 0.086 0.531 1.964
beta4_pH[6,12,2] 1.898 1.740 0.230 1.279 6.660
beta4_pH[7,12,2] 1.086 0.595 0.350 0.941 2.457
beta4_pH[8,12,2] 0.755 0.428 0.226 0.650 1.733
beta4_pH[9,12,2] 0.906 0.534 0.276 0.764 2.171
beta4_pH[10,12,2] 0.732 0.276 0.347 0.689 1.284
beta4_pH[11,12,2] 0.689 0.246 0.351 0.640 1.182
beta4_pH[12,12,2] 0.935 0.379 0.436 0.849 1.728
beta4_pH[13,12,2] 0.744 0.268 0.384 0.695 1.300
beta4_pH[14,12,2] 1.022 0.336 0.557 0.965 1.700
beta4_pH[15,12,2] 0.912 0.269 0.535 0.872 1.443
beta4_pH[16,12,2] 0.902 0.362 0.418 0.822 1.650
beta4_pH[1,13,2] 0.689 0.287 0.305 0.639 1.290
beta4_pH[2,13,2] 0.852 0.215 0.543 0.824 1.260
beta4_pH[3,13,2] 0.910 0.283 0.516 0.867 1.472
beta4_pH[4,13,2] 0.806 0.267 0.430 0.762 1.346
beta4_pH[5,13,2] 0.668 0.512 0.087 0.546 1.963
beta4_pH[6,13,2] 1.935 1.751 0.235 1.344 6.642
beta4_pH[7,13,2] 1.088 0.605 0.347 0.929 2.481
beta4_pH[8,13,2] 0.770 0.427 0.232 0.675 1.727
beta4_pH[9,13,2] 0.922 0.550 0.274 0.762 2.190
beta4_pH[10,13,2] 0.714 0.270 0.348 0.670 1.283
beta4_pH[11,13,2] 0.695 0.249 0.352 0.649 1.187
beta4_pH[12,13,2] 0.927 0.378 0.440 0.847 1.717
beta4_pH[13,13,2] 0.750 0.267 0.382 0.703 1.288
beta4_pH[14,13,2] 1.026 0.337 0.561 0.978 1.688
beta4_pH[15,13,2] 0.923 0.268 0.538 0.882 1.449
beta4_pH[16,13,2] 0.898 0.360 0.423 0.833 1.645
beta4_pH[1,14,2] 0.697 0.286 0.305 0.648 1.284
beta4_pH[2,14,2] 0.855 0.213 0.544 0.827 1.263
beta4_pH[3,14,2] 0.912 0.285 0.517 0.864 1.479
beta4_pH[4,14,2] 0.800 0.271 0.429 0.760 1.342
beta4_pH[5,14,2] 0.673 0.522 0.086 0.549 1.954
beta4_pH[6,14,2] 1.982 1.792 0.221 1.354 6.817
beta4_pH[7,14,2] 1.083 0.612 0.346 0.929 2.467
beta4_pH[8,14,2] 0.768 0.437 0.228 0.661 1.739
beta4_pH[9,14,2] 0.937 0.542 0.279 0.793 2.180
beta4_pH[10,14,2] 0.717 0.276 0.347 0.674 1.286
beta4_pH[11,14,2] 0.691 0.243 0.352 0.653 1.187
beta4_pH[12,14,2] 0.935 0.382 0.439 0.846 1.729
beta4_pH[13,14,2] 0.748 0.268 0.382 0.694 1.294
beta4_pH[14,14,2] 1.026 0.329 0.564 0.975 1.692
beta4_pH[15,14,2] 0.913 0.270 0.535 0.867 1.444
beta4_pH[16,14,2] 0.901 0.363 0.423 0.828 1.651
beta4_pH[1,15,2] 0.689 0.288 0.305 0.640 1.286
beta4_pH[2,15,2] 0.844 0.212 0.544 0.811 1.255
beta4_pH[3,15,2] 0.915 0.284 0.510 0.874 1.475
beta4_pH[4,15,2] 0.813 0.269 0.434 0.775 1.347
beta4_pH[5,15,2] 0.668 0.524 0.086 0.528 1.968
beta4_pH[6,15,2] 1.955 1.756 0.231 1.352 6.713
beta4_pH[7,15,2] 1.103 0.614 0.347 0.946 2.515
beta4_pH[8,15,2] 0.758 0.435 0.226 0.655 1.730
beta4_pH[9,15,2] 0.933 0.548 0.273 0.782 2.217
beta4_pH[10,15,2] 0.726 0.274 0.346 0.685 1.283
beta4_pH[11,15,2] 0.688 0.247 0.350 0.643 1.199
beta4_pH[12,15,2] 0.922 0.375 0.440 0.838 1.739
beta4_pH[13,15,2] 0.750 0.267 0.380 0.712 1.291
beta4_pH[14,15,2] 1.029 0.337 0.563 0.972 1.697
beta4_pH[15,15,2] 0.914 0.271 0.537 0.871 1.447
beta4_pH[16,15,2] 0.897 0.367 0.418 0.815 1.659
beta4_pH[1,16,2] 0.692 0.287 0.307 0.640 1.285
beta4_pH[2,16,2] 0.848 0.213 0.545 0.814 1.263
beta4_pH[3,16,2] 0.908 0.282 0.514 0.862 1.472
beta4_pH[4,16,2] 0.809 0.270 0.433 0.770 1.345
beta4_pH[5,16,2] 0.681 0.524 0.086 0.545 1.997
beta4_pH[6,16,2] 1.928 1.744 0.229 1.339 6.711
beta4_pH[7,16,2] 1.102 0.618 0.345 0.946 2.505
beta4_pH[8,16,2] 0.763 0.436 0.225 0.660 1.741
beta4_pH[9,16,2] 0.921 0.545 0.276 0.781 2.188
beta4_pH[10,16,2] 0.721 0.275 0.345 0.679 1.298
beta4_pH[11,16,2] 0.693 0.248 0.350 0.651 1.186
beta4_pH[12,16,2] 0.930 0.377 0.437 0.841 1.733
beta4_pH[13,16,2] 0.756 0.270 0.379 0.709 1.295
beta4_pH[14,16,2] 1.022 0.339 0.559 0.954 1.703
beta4_pH[15,16,2] 0.917 0.269 0.535 0.881 1.434
beta4_pH[16,16,2] 0.898 0.359 0.422 0.815 1.652
beta4_pH[1,17,2] 0.704 0.296 0.304 0.651 1.300
beta4_pH[2,17,2] 0.854 0.214 0.547 0.829 1.260
beta4_pH[3,17,2] 0.912 0.287 0.515 0.865 1.478
beta4_pH[4,17,2] 0.810 0.271 0.430 0.772 1.344
beta4_pH[5,17,2] 0.664 0.526 0.086 0.526 1.961
beta4_pH[6,17,2] 1.949 1.773 0.230 1.299 6.701
beta4_pH[7,17,2] 1.111 0.615 0.345 0.972 2.498
beta4_pH[8,17,2] 0.762 0.434 0.223 0.660 1.718
beta4_pH[9,17,2] 0.930 0.547 0.273 0.797 2.216
beta4_pH[10,17,2] 0.729 0.280 0.345 0.679 1.292
beta4_pH[11,17,2] 0.689 0.249 0.352 0.643 1.197
beta4_pH[12,17,2] 0.930 0.379 0.437 0.849 1.722
beta4_pH[13,17,2] 0.741 0.269 0.377 0.696 1.291
beta4_pH[14,17,2] 1.017 0.336 0.561 0.958 1.696
beta4_pH[15,17,2] 0.916 0.273 0.533 0.878 1.454
beta4_pH[16,17,2] 0.893 0.364 0.418 0.821 1.661
beta4_pH[1,18,2] 0.694 0.285 0.308 0.646 1.285
beta4_pH[2,18,2] 0.848 0.215 0.545 0.815 1.263
beta4_pH[3,18,2] 0.914 0.286 0.517 0.868 1.485
beta4_pH[4,18,2] 0.805 0.266 0.433 0.766 1.332
beta4_pH[5,18,2] 0.678 0.528 0.086 0.543 1.995
beta4_pH[6,18,2] 1.953 1.771 0.221 1.318 6.707
beta4_pH[7,18,2] 1.088 0.611 0.346 0.941 2.477
beta4_pH[8,18,2] 0.774 0.430 0.225 0.679 1.726
beta4_pH[9,18,2] 0.934 0.538 0.278 0.793 2.172
beta4_pH[10,18,2] 0.723 0.274 0.344 0.682 1.280
beta4_pH[11,18,2] 0.688 0.245 0.353 0.640 1.190
beta4_pH[12,18,2] 0.931 0.376 0.437 0.852 1.720
beta4_pH[13,18,2] 0.749 0.269 0.379 0.703 1.295
beta4_pH[14,18,2] 1.024 0.336 0.564 0.966 1.709
beta4_pH[15,18,2] 0.926 0.267 0.539 0.893 1.435
beta4_pH[16,18,2] 0.894 0.354 0.420 0.822 1.647
beta4_pH[1,19,2] 0.698 0.288 0.307 0.644 1.278
beta4_pH[2,19,2] 0.856 0.216 0.545 0.833 1.260
beta4_pH[3,19,2] 0.915 0.286 0.516 0.868 1.474
beta4_pH[4,19,2] 0.795 0.267 0.430 0.750 1.337
beta4_pH[5,19,2] 0.681 0.533 0.086 0.541 2.000
beta4_pH[6,19,2] 1.993 1.800 0.226 1.364 6.863
beta4_pH[7,19,2] 1.086 0.606 0.341 0.934 2.481
beta4_pH[8,19,2] 0.753 0.426 0.227 0.660 1.718
beta4_pH[9,19,2] 0.931 0.536 0.275 0.792 2.156
beta4_pH[10,19,2] 0.732 0.279 0.347 0.688 1.292
beta4_pH[11,19,2] 0.683 0.243 0.353 0.637 1.185
beta4_pH[12,19,2] 0.924 0.376 0.437 0.844 1.724
beta4_pH[13,19,2] 0.744 0.268 0.378 0.692 1.289
beta4_pH[14,19,2] 1.030 0.334 0.560 0.980 1.699
beta4_pH[15,19,2] 0.917 0.268 0.537 0.875 1.444
beta4_pH[16,19,2] 0.900 0.362 0.418 0.826 1.656
beta4_pH[1,20,2] 0.685 0.286 0.303 0.636 1.282
beta4_pH[2,20,2] 0.846 0.209 0.546 0.825 1.260
beta4_pH[3,20,2] 0.918 0.285 0.513 0.881 1.474
beta4_pH[4,20,2] 0.805 0.272 0.426 0.764 1.341
beta4_pH[5,20,2] 0.649 0.518 0.088 0.505 1.966
beta4_pH[6,20,2] 1.948 1.780 0.234 1.314 6.742
beta4_pH[7,20,2] 1.111 0.618 0.355 0.948 2.504
beta4_pH[8,20,2] 0.762 0.431 0.227 0.660 1.711
beta4_pH[9,20,2] 0.918 0.545 0.272 0.769 2.181
beta4_pH[10,20,2] 0.719 0.278 0.343 0.668 1.293
beta4_pH[11,20,2] 0.689 0.247 0.352 0.648 1.189
beta4_pH[12,20,2] 0.940 0.381 0.439 0.850 1.733
beta4_pH[13,20,2] 0.748 0.266 0.380 0.699 1.292
beta4_pH[14,20,2] 1.028 0.337 0.560 0.974 1.708
beta4_pH[15,20,2] 0.925 0.273 0.536 0.887 1.448
beta4_pH[16,20,2] 0.902 0.362 0.419 0.831 1.654
beta4_pH[1,21,2] 0.690 0.284 0.304 0.639 1.283
beta4_pH[2,21,2] 0.852 0.215 0.544 0.814 1.266
beta4_pH[3,21,2] 0.913 0.282 0.512 0.864 1.470
beta4_pH[4,21,2] 0.802 0.272 0.429 0.757 1.337
beta4_pH[5,21,2] 0.678 0.524 0.086 0.552 2.002
beta4_pH[6,21,2] 1.929 1.761 0.229 1.301 6.641
beta4_pH[7,21,2] 1.093 0.599 0.350 0.940 2.465
beta4_pH[8,21,2] 0.750 0.425 0.228 0.658 1.724
beta4_pH[9,21,2] 0.927 0.549 0.276 0.775 2.186
beta4_pH[10,21,2] 0.726 0.280 0.345 0.674 1.294
beta4_pH[11,21,2] 0.694 0.246 0.351 0.653 1.189
beta4_pH[12,21,2] 0.929 0.374 0.436 0.851 1.713
beta4_pH[13,21,2] 0.745 0.269 0.381 0.699 1.294
beta4_pH[14,21,2] 1.040 0.336 0.560 0.995 1.694
beta4_pH[15,21,2] 0.911 0.267 0.539 0.875 1.439
beta4_pH[16,21,2] 0.901 0.364 0.419 0.830 1.663
beta4_pH[1,22,2] 0.688 0.285 0.305 0.636 1.270
beta4_pH[2,22,2] 0.852 0.218 0.542 0.823 1.261
beta4_pH[3,22,2] 0.919 0.287 0.516 0.877 1.477
beta4_pH[4,22,2] 0.802 0.270 0.429 0.756 1.344
beta4_pH[5,22,2] 0.675 0.528 0.088 0.523 1.960
beta4_pH[6,22,2] 1.954 1.753 0.233 1.363 6.820
beta4_pH[7,22,2] 1.115 0.614 0.353 0.963 2.484
beta4_pH[8,22,2] 0.746 0.421 0.225 0.647 1.710
beta4_pH[9,22,2] 0.895 0.532 0.276 0.746 2.167
beta4_pH[10,22,2] 0.723 0.272 0.346 0.684 1.283
beta4_pH[11,22,2] 0.690 0.248 0.350 0.640 1.200
beta4_pH[12,22,2] 0.926 0.383 0.439 0.831 1.737
beta4_pH[13,22,2] 0.746 0.267 0.381 0.693 1.285
beta4_pH[14,22,2] 1.035 0.337 0.563 0.980 1.706
beta4_pH[15,22,2] 0.922 0.271 0.540 0.880 1.448
beta4_pH[16,22,2] 0.902 0.362 0.423 0.836 1.652
beta4_pH[1,23,2] 0.688 0.285 0.307 0.636 1.280
beta4_pH[2,23,2] 0.847 0.212 0.542 0.820 1.259
beta4_pH[3,23,2] 0.913 0.288 0.512 0.863 1.476
beta4_pH[4,23,2] 0.811 0.274 0.432 0.766 1.344
beta4_pH[5,23,2] 0.674 0.528 0.087 0.526 1.944
beta4_pH[6,23,2] 2.002 1.781 0.235 1.383 6.735
beta4_pH[7,23,2] 1.100 0.611 0.348 0.957 2.492
beta4_pH[8,23,2] 0.768 0.428 0.230 0.674 1.730
beta4_pH[9,23,2] 0.931 0.542 0.272 0.777 2.182
beta4_pH[10,23,2] 0.731 0.275 0.344 0.691 1.294
beta4_pH[11,23,2] 0.689 0.247 0.351 0.642 1.193
beta4_pH[12,23,2] 0.926 0.376 0.438 0.844 1.726
beta4_pH[13,23,2] 0.744 0.265 0.379 0.701 1.289
beta4_pH[14,23,2] 1.032 0.335 0.563 0.981 1.695
beta4_pH[15,23,2] 0.908 0.267 0.538 0.860 1.442
beta4_pH[16,23,2] 0.892 0.357 0.418 0.815 1.648
beta4_pH[1,24,2] 0.697 0.294 0.304 0.644 1.292
beta4_pH[2,24,2] 0.855 0.216 0.547 0.828 1.266
beta4_pH[3,24,2] 0.909 0.285 0.513 0.859 1.473
beta4_pH[4,24,2] 0.805 0.272 0.429 0.760 1.349
beta4_pH[5,24,2] 0.678 0.532 0.086 0.539 2.000
beta4_pH[6,24,2] 1.966 1.765 0.232 1.327 6.643
beta4_pH[7,24,2] 1.081 0.603 0.347 0.922 2.490
beta4_pH[8,24,2] 0.759 0.435 0.227 0.652 1.746
beta4_pH[9,24,2] 0.930 0.555 0.275 0.780 2.213
beta4_pH[10,24,2] 0.723 0.280 0.343 0.677 1.295
beta4_pH[11,24,2] 0.701 0.252 0.351 0.666 1.193
beta4_pH[12,24,2] 0.931 0.376 0.438 0.849 1.719
beta4_pH[13,24,2] 0.746 0.269 0.380 0.694 1.302
beta4_pH[14,24,2] 1.021 0.337 0.559 0.957 1.700
beta4_pH[15,24,2] 0.914 0.267 0.536 0.868 1.438
beta4_pH[16,24,2] 0.900 0.356 0.421 0.833 1.651
beta4_pH[1,25,2] 0.696 0.288 0.303 0.648 1.275
beta4_pH[2,25,2] 0.841 0.210 0.543 0.806 1.259
beta4_pH[3,25,2] 0.909 0.282 0.514 0.859 1.465
beta4_pH[4,25,2] 0.810 0.271 0.428 0.768 1.344
beta4_pH[5,25,2] 0.682 0.528 0.086 0.553 1.992
beta4_pH[6,25,2] 1.893 1.720 0.229 1.301 6.705
beta4_pH[7,25,2] 1.082 0.612 0.348 0.921 2.529
beta4_pH[8,25,2] 0.742 0.431 0.223 0.634 1.704
beta4_pH[9,25,2] 0.956 0.554 0.279 0.816 2.192
beta4_pH[10,25,2] 0.720 0.275 0.346 0.671 1.284
beta4_pH[11,25,2] 0.692 0.245 0.353 0.641 1.180
beta4_pH[12,25,2] 0.920 0.376 0.436 0.837 1.717
beta4_pH[13,25,2] 0.756 0.266 0.380 0.717 1.293
beta4_pH[14,25,2] 1.027 0.335 0.564 0.960 1.695
beta4_pH[15,25,2] 0.920 0.270 0.535 0.879 1.440
beta4_pH[16,25,2] 0.903 0.363 0.418 0.838 1.654
beta4_pH[1,26,2] 0.692 0.284 0.304 0.639 1.275
beta4_pH[2,26,2] 0.859 0.215 0.547 0.831 1.262
beta4_pH[3,26,2] 0.911 0.283 0.513 0.863 1.461
beta4_pH[4,26,2] 0.816 0.272 0.431 0.771 1.345
beta4_pH[5,26,2] 0.680 0.534 0.086 0.542 1.952
beta4_pH[6,26,2] 1.968 1.777 0.228 1.322 6.675
beta4_pH[7,26,2] 1.086 0.601 0.347 0.956 2.460
beta4_pH[8,26,2] 0.773 0.432 0.225 0.680 1.725
beta4_pH[9,26,2] 0.928 0.555 0.274 0.773 2.206
beta4_pH[10,26,2] 0.727 0.281 0.346 0.674 1.301
beta4_pH[11,26,2] 0.686 0.244 0.350 0.642 1.184
beta4_pH[12,26,2] 0.937 0.385 0.437 0.848 1.738
beta4_pH[13,26,2] 0.742 0.268 0.377 0.695 1.286
beta4_pH[14,26,2] 1.035 0.333 0.564 0.980 1.703
beta4_pH[15,26,2] 0.918 0.269 0.540 0.874 1.451
beta4_pH[16,26,2] 0.896 0.359 0.420 0.824 1.660
beta4_pH[1,27,2] 0.693 0.285 0.303 0.639 1.284
beta4_pH[2,27,2] 0.852 0.214 0.542 0.826 1.262
beta4_pH[3,27,2] 0.910 0.281 0.515 0.864 1.473
beta4_pH[4,27,2] 0.802 0.273 0.431 0.752 1.350
beta4_pH[5,27,2] 0.673 0.523 0.085 0.553 1.983
beta4_pH[6,27,2] 1.971 1.774 0.239 1.366 6.812
beta4_pH[7,27,2] 1.087 0.605 0.347 0.941 2.459
beta4_pH[8,27,2] 0.757 0.428 0.223 0.649 1.710
beta4_pH[9,27,2] 0.927 0.542 0.275 0.782 2.190
beta4_pH[10,27,2] 0.713 0.273 0.345 0.664 1.272
beta4_pH[11,27,2] 0.685 0.246 0.350 0.637 1.190
beta4_pH[12,27,2] 0.947 0.384 0.437 0.861 1.750
beta4_pH[13,27,2] 0.748 0.270 0.379 0.702 1.295
beta4_pH[14,27,2] 1.032 0.335 0.561 0.984 1.699
beta4_pH[15,27,2] 0.921 0.272 0.538 0.882 1.439
beta4_pH[16,27,2] 0.907 0.364 0.418 0.825 1.658
beta4_pH[1,28,2] 0.699 0.286 0.308 0.649 1.285
beta4_pH[2,28,2] 0.847 0.211 0.545 0.818 1.256
beta4_pH[3,28,2] 0.901 0.278 0.514 0.859 1.465
beta4_pH[4,28,2] 0.809 0.271 0.432 0.764 1.356
beta4_pH[5,28,2] 0.670 0.525 0.087 0.541 2.001
beta4_pH[6,28,2] 1.972 1.791 0.226 1.386 6.881
beta4_pH[7,28,2] 1.078 0.602 0.347 0.916 2.462
beta4_pH[8,28,2] 0.765 0.430 0.226 0.669 1.725
beta4_pH[9,28,2] 0.930 0.543 0.275 0.788 2.162
beta4_pH[10,28,2] 0.723 0.278 0.343 0.672 1.292
beta4_pH[11,28,2] 0.689 0.247 0.352 0.638 1.193
beta4_pH[12,28,2] 0.927 0.375 0.439 0.844 1.730
beta4_pH[13,28,2] 0.744 0.268 0.379 0.690 1.288
beta4_pH[14,28,2] 1.024 0.334 0.564 0.969 1.704
beta4_pH[15,28,2] 0.920 0.267 0.539 0.883 1.442
beta4_pH[16,28,2] 0.904 0.367 0.419 0.831 1.672
beta4_pH[1,29,2] 0.696 0.290 0.307 0.652 1.287
beta4_pH[2,29,2] 0.855 0.213 0.546 0.827 1.260
beta4_pH[3,29,2] 0.912 0.283 0.512 0.872 1.479
beta4_pH[4,29,2] 0.804 0.269 0.430 0.757 1.344
beta4_pH[5,29,2] 0.688 0.528 0.090 0.555 1.992
beta4_pH[6,29,2] 1.962 1.784 0.229 1.335 6.777
beta4_pH[7,29,2] 1.095 0.605 0.347 0.938 2.474
beta4_pH[8,29,2] 0.751 0.430 0.224 0.648 1.703
beta4_pH[9,29,2] 0.910 0.535 0.276 0.764 2.168
beta4_pH[10,29,2] 0.728 0.281 0.342 0.676 1.293
beta4_pH[11,29,2] 0.695 0.246 0.352 0.651 1.184
beta4_pH[12,29,2] 0.918 0.374 0.436 0.832 1.707
beta4_pH[13,29,2] 0.750 0.273 0.379 0.703 1.293
beta4_pH[14,29,2] 1.023 0.334 0.558 0.965 1.694
beta4_pH[15,29,2] 0.915 0.269 0.537 0.869 1.442
beta4_pH[16,29,2] 0.904 0.362 0.421 0.834 1.660
beta4_pH[1,30,2] 0.700 0.287 0.305 0.651 1.283
beta4_pH[2,30,2] 0.854 0.213 0.544 0.828 1.262
beta4_pH[3,30,2] 0.921 0.285 0.514 0.877 1.474
beta4_pH[4,30,2] 0.814 0.273 0.431 0.772 1.353
beta4_pH[5,30,2] 0.666 0.514 0.089 0.542 1.918
beta4_pH[6,30,2] 2.022 1.811 0.239 1.388 6.777
beta4_pH[7,30,2] 1.100 0.612 0.350 0.949 2.472
beta4_pH[8,30,2] 0.753 0.428 0.226 0.654 1.717
beta4_pH[9,30,2] 0.936 0.543 0.279 0.793 2.188
beta4_pH[10,30,2] 0.721 0.278 0.347 0.667 1.277
beta4_pH[11,30,2] 0.688 0.249 0.353 0.638 1.192
beta4_pH[12,30,2] 0.936 0.382 0.438 0.851 1.739
beta4_pH[13,30,2] 0.752 0.270 0.381 0.706 1.292
beta4_pH[14,30,2] 1.025 0.337 0.557 0.968 1.701
beta4_pH[15,30,2] 0.919 0.270 0.536 0.879 1.443
beta4_pH[16,30,2] 0.896 0.364 0.419 0.809 1.663
beta4_pH[1,31,2] 0.692 0.291 0.306 0.635 1.290
beta4_pH[2,31,2] 0.854 0.214 0.543 0.829 1.263
beta4_pH[3,31,2] 0.901 0.281 0.516 0.853 1.469
beta4_pH[4,31,2] 0.815 0.270 0.429 0.775 1.350
beta4_pH[5,31,2] 0.682 0.526 0.087 0.550 1.961
beta4_pH[6,31,2] 1.908 1.702 0.227 1.323 6.609
beta4_pH[7,31,2] 1.111 0.617 0.351 0.972 2.505
beta4_pH[8,31,2] 0.764 0.430 0.228 0.670 1.719
beta4_pH[9,31,2] 0.910 0.537 0.273 0.753 2.190
beta4_pH[10,31,2] 0.738 0.281 0.348 0.692 1.295
beta4_pH[11,31,2] 0.688 0.249 0.349 0.638 1.200
beta4_pH[12,31,2] 0.937 0.379 0.439 0.859 1.740
beta4_pH[13,31,2] 0.753 0.271 0.381 0.706 1.297
beta4_pH[14,31,2] 1.029 0.334 0.558 0.973 1.697
beta4_pH[15,31,2] 0.922 0.263 0.537 0.885 1.440
beta4_pH[16,31,2] 0.907 0.368 0.418 0.828 1.659
beta4_pH[1,32,2] 0.697 0.290 0.307 0.644 1.294
beta4_pH[2,32,2] 0.852 0.215 0.543 0.821 1.263
beta4_pH[3,32,2] 0.916 0.281 0.513 0.873 1.474
beta4_pH[4,32,2] 0.797 0.269 0.428 0.748 1.340
beta4_pH[5,32,2] 0.675 0.523 0.085 0.551 1.961
beta4_pH[6,32,2] 1.886 1.711 0.229 1.299 6.570
beta4_pH[7,32,2] 1.116 0.627 0.350 0.954 2.500
beta4_pH[8,32,2] 0.765 0.438 0.230 0.647 1.728
beta4_pH[9,32,2] 0.923 0.544 0.273 0.783 2.184
beta4_pH[10,32,2] 0.721 0.275 0.348 0.674 1.287
beta4_pH[11,32,2] 0.692 0.248 0.351 0.649 1.195
beta4_pH[12,32,2] 0.926 0.375 0.435 0.842 1.718
beta4_pH[13,32,2] 0.744 0.266 0.380 0.698 1.281
beta4_pH[14,32,2] 1.032 0.333 0.563 0.973 1.704
beta4_pH[15,32,2] 0.925 0.269 0.537 0.887 1.442
beta4_pH[16,32,2] 0.893 0.359 0.418 0.814 1.655
beta4_pH[1,33,2] 0.700 0.289 0.306 0.656 1.280
beta4_pH[2,33,2] 0.849 0.215 0.543 0.818 1.260
beta4_pH[3,33,2] 0.899 0.284 0.511 0.850 1.474
beta4_pH[4,33,2] 0.808 0.270 0.432 0.766 1.349
beta4_pH[5,33,2] 0.690 0.533 0.088 0.553 1.982
beta4_pH[6,33,2] 1.962 1.779 0.232 1.347 6.778
beta4_pH[7,33,2] 1.104 0.611 0.348 0.954 2.491
beta4_pH[8,33,2] 0.748 0.425 0.226 0.647 1.705
beta4_pH[9,33,2] 0.948 0.547 0.274 0.819 2.179
beta4_pH[10,33,2] 0.718 0.274 0.344 0.669 1.288
beta4_pH[11,33,2] 0.696 0.248 0.354 0.646 1.196
beta4_pH[12,33,2] 0.927 0.378 0.436 0.845 1.739
beta4_pH[13,33,2] 0.743 0.269 0.380 0.691 1.294
beta4_pH[14,33,2] 1.024 0.334 0.561 0.960 1.704
beta4_pH[15,33,2] 0.918 0.271 0.535 0.882 1.446
beta4_pH[16,33,2] 0.898 0.361 0.421 0.825 1.648
beta4_pH[1,34,2] 0.692 0.286 0.306 0.647 1.283
beta4_pH[2,34,2] 0.856 0.216 0.544 0.829 1.263
beta4_pH[3,34,2] 0.922 0.285 0.517 0.884 1.473
beta4_pH[4,34,2] 0.802 0.272 0.430 0.754 1.347
beta4_pH[5,34,2] 0.669 0.519 0.086 0.531 1.940
beta4_pH[6,34,2] 1.887 1.708 0.225 1.316 6.555
beta4_pH[7,34,2] 1.105 0.619 0.348 0.941 2.504
beta4_pH[8,34,2] 0.756 0.429 0.226 0.653 1.735
beta4_pH[9,34,2] 0.953 0.549 0.274 0.822 2.205
beta4_pH[10,34,2] 0.720 0.276 0.348 0.669 1.282
beta4_pH[11,34,2] 0.697 0.251 0.352 0.657 1.196
beta4_pH[12,34,2] 0.934 0.375 0.440 0.859 1.729
beta4_pH[13,34,2] 0.752 0.269 0.380 0.712 1.291
beta4_pH[14,34,2] 1.023 0.337 0.560 0.963 1.695
beta4_pH[15,34,2] 0.915 0.267 0.538 0.873 1.443
beta4_pH[16,34,2] 0.899 0.362 0.419 0.826 1.667
beta4_pH[1,35,2] 0.415 0.142 0.196 0.392 0.749
beta4_pH[2,35,2] 0.782 0.086 0.629 0.778 0.958
beta4_pH[3,35,2] 1.022 0.164 0.736 1.009 1.374
beta4_pH[4,35,2] 0.588 0.216 0.262 0.552 1.104
beta4_pH[5,35,2] 0.121 0.087 0.027 0.098 0.333
beta4_pH[6,35,2] 0.757 0.690 0.129 0.566 2.590
beta4_pH[7,35,2] 2.290 1.786 0.442 1.801 7.078
beta4_pH[8,35,2] 0.523 0.261 0.188 0.465 1.193
beta4_pH[9,35,2] 0.623 0.554 0.104 0.459 2.076
beta4_pH[10,35,2] 0.630 0.134 0.406 0.620 0.923
beta4_pH[11,35,2] 0.754 0.192 0.453 0.730 1.168
beta4_pH[12,35,2] 1.412 0.895 0.379 1.193 3.787
beta4_pH[13,35,2] 0.727 0.109 0.535 0.718 0.967
beta4_pH[14,35,2] 0.796 0.266 0.401 0.750 1.467
beta4_pH[15,35,2] 0.883 0.117 0.674 0.876 1.123
beta4_pH[16,35,2] 0.595 0.266 0.223 0.544 1.241
beta4_pH[1,36,2] 0.908 0.197 0.586 0.893 1.341
beta4_pH[2,36,2] 0.864 0.112 0.661 0.857 1.097
beta4_pH[3,36,2] 0.875 0.152 0.619 0.865 1.218
beta4_pH[4,36,2] 0.764 0.231 0.406 0.727 1.303
beta4_pH[5,36,2] 0.705 0.790 0.072 0.452 2.834
beta4_pH[6,36,2] 5.936 4.382 0.825 4.654 17.170
beta4_pH[7,36,2] 1.141 0.660 0.355 0.987 2.802
beta4_pH[8,36,2] 0.915 0.382 0.369 0.851 1.831
beta4_pH[9,36,2] 0.532 0.386 0.126 0.436 1.518
beta4_pH[10,36,2] 0.456 0.123 0.261 0.441 0.752
beta4_pH[11,36,2] 0.556 0.107 0.373 0.547 0.791
beta4_pH[12,36,2] 0.852 0.458 0.288 0.750 2.057
beta4_pH[13,36,2] 0.790 0.127 0.572 0.779 1.070
beta4_pH[14,36,2] 1.247 0.468 0.588 1.162 2.417
beta4_pH[15,36,2] 0.957 0.135 0.723 0.944 1.237
beta4_pH[16,36,2] 1.012 0.388 0.448 0.944 1.954
beta4_pH[1,37,2] 0.765 0.178 0.475 0.742 1.162
beta4_pH[2,37,2] 0.774 0.087 0.620 0.768 0.962
beta4_pH[3,37,2] 0.906 0.139 0.667 0.895 1.212
beta4_pH[4,37,2] 0.754 0.232 0.403 0.721 1.280
beta4_pH[5,37,2] 1.100 1.305 0.111 0.722 4.313
beta4_pH[6,37,2] 2.131 2.215 0.255 1.459 8.550
beta4_pH[7,37,2] 1.207 0.822 0.291 0.997 3.306
beta4_pH[8,37,2] 0.972 0.399 0.415 0.895 1.939
beta4_pH[9,37,2] 1.873 2.005 0.209 1.256 7.223
beta4_pH[10,37,2] 0.776 0.158 0.516 0.760 1.135
beta4_pH[11,37,2] 0.839 0.170 0.556 0.822 1.216
beta4_pH[12,37,2] 0.795 0.497 0.211 0.675 2.100
beta4_pH[13,37,2] 0.618 0.093 0.455 0.609 0.824
beta4_pH[14,37,2] 1.017 0.374 0.481 0.953 1.900
beta4_pH[15,37,2] 0.704 0.101 0.529 0.699 0.921
beta4_pH[16,37,2] 0.613 0.193 0.326 0.585 1.072
beta4_pH[1,38,2] 0.738 0.155 0.482 0.723 1.094
beta4_pH[2,38,2] 0.713 0.082 0.566 0.708 0.891
beta4_pH[3,38,2] 0.897 0.162 0.619 0.883 1.257
beta4_pH[4,38,2] 0.904 0.240 0.528 0.875 1.442
beta4_pH[5,38,2] 0.519 0.435 0.099 0.401 1.612
beta4_pH[6,38,2] 1.666 1.982 0.120 1.033 7.330
beta4_pH[7,38,2] 0.505 0.312 0.150 0.437 1.288
beta4_pH[8,38,2] 0.763 0.305 0.336 0.708 1.518
beta4_pH[9,38,2] 1.535 1.047 0.405 1.264 4.346
beta4_pH[10,38,2] 0.726 0.162 0.461 0.710 1.080
beta4_pH[11,38,2] 0.532 0.136 0.312 0.518 0.850
beta4_pH[12,38,2] 0.795 0.517 0.208 0.665 2.193
beta4_pH[13,38,2] 0.911 0.183 0.603 0.892 1.323
beta4_pH[14,38,2] 1.140 0.450 0.500 1.067 2.231
beta4_pH[15,38,2] 0.848 0.097 0.666 0.845 1.047
beta4_pH[16,38,2] 0.821 0.330 0.348 0.767 1.610
beta4_pH[1,39,2] 0.703 0.146 0.454 0.689 1.039
beta4_pH[2,39,2] 0.868 0.101 0.691 0.861 1.082
beta4_pH[3,39,2] 0.839 0.117 0.641 0.830 1.094
beta4_pH[4,39,2] 0.839 0.276 0.424 0.796 1.488
beta4_pH[5,39,2] 1.129 1.305 0.123 0.730 4.472
beta4_pH[6,39,2] 0.491 0.674 0.040 0.290 2.237
beta4_pH[7,39,2] 1.840 1.665 0.297 1.365 6.017
beta4_pH[8,39,2] 1.408 0.777 0.456 1.230 3.425
beta4_pH[9,39,2] 1.985 1.591 0.380 1.542 6.214
beta4_pH[10,39,2] 0.754 0.201 0.429 0.729 1.222
beta4_pH[11,39,2] 0.695 0.179 0.411 0.671 1.105
beta4_pH[12,39,2] 0.776 0.442 0.233 0.671 1.895
beta4_pH[13,39,2] 0.727 0.120 0.519 0.717 0.987
beta4_pH[14,39,2] 0.969 0.356 0.439 0.918 1.821
beta4_pH[15,39,2] 0.997 0.107 0.809 0.991 1.219
beta4_pH[16,39,2] 0.852 0.343 0.365 0.789 1.740
beta4_pH[1,40,2] 0.772 0.138 0.545 0.755 1.080
beta4_pH[2,40,2] 0.764 0.088 0.607 0.760 0.940
beta4_pH[3,40,2] 0.926 0.145 0.675 0.914 1.240
beta4_pH[4,40,2] 0.894 0.217 0.558 0.864 1.392
beta4_pH[5,40,2] 0.321 0.230 0.075 0.258 0.925
beta4_pH[6,40,2] 2.031 2.061 0.239 1.376 7.713
beta4_pH[7,40,2] 1.559 1.360 0.245 1.167 5.191
beta4_pH[8,40,2] 0.353 0.281 0.075 0.281 1.121
beta4_pH[9,40,2] 0.514 0.523 0.072 0.358 1.929
beta4_pH[10,40,2] 0.915 0.245 0.529 0.883 1.488
beta4_pH[11,40,2] 0.468 0.114 0.284 0.454 0.721
beta4_pH[12,40,2] 0.648 0.381 0.191 0.558 1.650
beta4_pH[13,40,2] 0.781 0.123 0.569 0.771 1.051
beta4_pH[14,40,2] 0.763 0.249 0.388 0.725 1.341
beta4_pH[15,40,2] 0.839 0.095 0.671 0.832 1.036
beta4_pH[16,40,2] 1.177 0.507 0.493 1.096 2.437
beta4_pH[1,41,2] 0.610 0.131 0.397 0.595 0.911
beta4_pH[2,41,2] 0.789 0.105 0.602 0.781 1.021
beta4_pH[3,41,2] 0.884 0.143 0.631 0.875 1.185
beta4_pH[4,41,2] 0.868 0.373 0.353 0.798 1.818
beta4_pH[5,41,2] 1.408 0.773 0.456 1.231 3.266
beta4_pH[6,41,2] 2.908 2.965 0.298 1.951 11.648
beta4_pH[7,41,2] 0.810 0.463 0.234 0.706 1.969
beta4_pH[8,41,2] 1.184 0.726 0.331 1.017 2.927
beta4_pH[9,41,2] 0.527 0.584 0.054 0.341 2.125
beta4_pH[10,41,2] 0.781 0.176 0.489 0.759 1.197
beta4_pH[11,41,2] 0.843 0.234 0.474 0.813 1.393
beta4_pH[12,41,2] 0.962 0.461 0.351 0.875 2.137
beta4_pH[13,41,2] 0.701 0.112 0.503 0.693 0.940
beta4_pH[14,41,2] 1.132 0.358 0.596 1.076 1.971
beta4_pH[15,41,2] 0.788 0.096 0.617 0.782 0.996
beta4_pH[16,41,2] 0.942 0.451 0.345 0.845 2.015
beta4_pH[1,42,2] 0.670 0.140 0.439 0.655 0.982
beta4_pH[2,42,2] 0.784 0.101 0.605 0.779 1.002
beta4_pH[3,42,2] 0.797 0.151 0.540 0.781 1.121
beta4_pH[4,42,2] 0.973 0.314 0.499 0.927 1.708
beta4_pH[5,42,2] 1.421 1.513 0.155 0.927 5.573
beta4_pH[6,42,2] 0.347 0.286 0.068 0.268 1.086
beta4_pH[7,42,2] 0.964 0.628 0.257 0.810 2.560
beta4_pH[8,42,2] 0.784 0.337 0.310 0.719 1.613
beta4_pH[9,42,2] 0.794 0.586 0.159 0.639 2.370
beta4_pH[10,42,2] 0.924 0.212 0.586 0.896 1.437
beta4_pH[11,42,2] 0.640 0.143 0.410 0.624 0.960
beta4_pH[12,42,2] 0.837 0.387 0.311 0.760 1.789
beta4_pH[13,42,2] 0.513 0.162 0.271 0.487 0.900
beta4_pH[14,42,2] 0.909 0.321 0.445 0.860 1.623
beta4_pH[15,42,2] 0.924 0.095 0.753 0.919 1.125
beta4_pH[16,42,2] 0.571 0.201 0.280 0.537 1.058
beta4_pH[1,43,2] 0.798 0.190 0.490 0.778 1.223
beta4_pH[2,43,2] 0.755 0.083 0.605 0.751 0.931
beta4_pH[3,43,2] 0.669 0.094 0.503 0.662 0.868
beta4_pH[4,43,2] 0.850 0.276 0.431 0.812 1.503
beta4_pH[5,43,2] 1.591 0.740 0.609 1.441 3.469
beta4_pH[6,43,2] 1.158 0.927 0.234 0.906 3.477
beta4_pH[7,43,2] 0.704 0.602 0.125 0.534 2.288
beta4_pH[8,43,2] 0.638 0.284 0.255 0.584 1.345
beta4_pH[9,43,2] 1.150 1.102 0.174 0.830 4.094
beta4_pH[10,43,2] 0.679 0.145 0.445 0.663 1.001
beta4_pH[11,43,2] 0.643 0.136 0.419 0.628 0.942
beta4_pH[12,43,2] 0.778 0.388 0.281 0.701 1.729
beta4_pH[13,43,2] 0.586 0.117 0.386 0.576 0.849
beta4_pH[14,43,2] 1.091 0.342 0.568 1.044 1.928
beta4_pH[15,43,2] 0.846 0.098 0.669 0.842 1.056
beta4_pH[16,43,2] 1.236 0.479 0.543 1.152 2.417
beta4_pH[1,44,2] 0.613 0.163 0.353 0.599 0.977
beta4_pH[2,44,2] 0.702 0.082 0.559 0.698 0.881
beta4_pH[3,44,2] 0.632 0.102 0.457 0.621 0.856
beta4_pH[4,44,2] 0.837 0.209 0.500 0.810 1.301
beta4_pH[5,44,2] 1.244 0.601 0.457 1.123 2.786
beta4_pH[6,44,2] 1.262 1.482 0.115 0.804 5.342
beta4_pH[7,44,2] 1.152 0.655 0.359 1.008 2.807
beta4_pH[8,44,2] 0.446 0.278 0.118 0.375 1.216
beta4_pH[9,44,2] 0.985 0.902 0.162 0.722 3.375
beta4_pH[10,44,2] 0.628 0.157 0.375 0.610 0.991
beta4_pH[11,44,2] 0.350 0.121 0.174 0.329 0.641
beta4_pH[12,44,2] 0.603 0.321 0.198 0.534 1.408
beta4_pH[13,44,2] 0.542 0.101 0.376 0.532 0.765
beta4_pH[14,44,2] 0.688 0.184 0.405 0.664 1.120
beta4_pH[15,44,2] 0.644 0.085 0.493 0.638 0.825
beta4_pH[16,44,2] 0.434 0.197 0.173 0.394 0.909
beta4_pH[1,45,2] 0.789 0.188 0.486 0.764 1.218
beta4_pH[2,45,2] 0.707 0.087 0.557 0.702 0.900
beta4_pH[3,45,2] 0.770 0.142 0.527 0.755 1.073
beta4_pH[4,45,2] 0.751 0.194 0.443 0.727 1.190
beta4_pH[5,45,2] 0.995 1.146 0.099 0.641 3.990
beta4_pH[6,45,2] 1.241 1.184 0.185 0.909 4.263
beta4_pH[7,45,2] 0.699 0.585 0.131 0.528 2.279
beta4_pH[8,45,2] 1.193 0.537 0.468 1.084 2.520
beta4_pH[9,45,2] 0.108 0.140 0.011 0.067 0.445
beta4_pH[10,45,2] 0.851 0.206 0.513 0.827 1.322
beta4_pH[11,45,2] 0.471 0.104 0.300 0.460 0.704
beta4_pH[12,45,2] 0.782 0.359 0.299 0.712 1.640
beta4_pH[13,45,2] 0.460 0.077 0.330 0.452 0.630
beta4_pH[14,45,2] 0.741 0.176 0.457 0.719 1.147
beta4_pH[15,45,2] 0.511 0.071 0.386 0.507 0.662
beta4_pH[16,45,2] 0.260 0.163 0.071 0.224 0.652
beta4_pH[1,46,2] 0.798 0.161 0.531 0.785 1.158
beta4_pH[2,46,2] 0.681 0.098 0.507 0.675 0.890
beta4_pH[3,46,2] 0.759 0.116 0.553 0.750 1.015
beta4_pH[4,46,2] 0.875 0.318 0.406 0.818 1.620
beta4_pH[5,46,2] 1.140 0.638 0.368 0.998 2.700
beta4_pH[6,46,2] 1.429 1.781 0.114 0.872 6.546
beta4_pH[7,46,2] 1.693 1.267 0.364 1.337 5.027
beta4_pH[8,46,2] 1.086 0.500 0.414 0.985 2.356
beta4_pH[9,46,2] 1.582 1.485 0.224 1.141 5.618
beta4_pH[10,46,2] 0.662 0.176 0.383 0.639 1.074
beta4_pH[11,46,2] 0.701 0.159 0.435 0.685 1.057
beta4_pH[12,46,2] 1.176 0.619 0.387 1.036 2.734
beta4_pH[13,46,2] 0.592 0.174 0.322 0.572 1.000
beta4_pH[14,46,2] 0.994 0.368 0.479 0.928 1.876
beta4_pH[15,46,2] 0.622 0.078 0.486 0.616 0.793
beta4_pH[16,46,2] 0.618 0.270 0.251 0.567 1.306
beta4_pH[1,47,2] 0.621 0.143 0.390 0.608 0.936
beta4_pH[2,47,2] 0.764 0.112 0.572 0.755 1.011
beta4_pH[3,47,2] 0.769 0.116 0.566 0.760 1.019
beta4_pH[4,47,2] 0.541 0.222 0.231 0.505 1.084
beta4_pH[5,47,2] 0.113 0.087 0.024 0.091 0.333
beta4_pH[6,47,2] 0.184 0.133 0.044 0.148 0.539
beta4_pH[7,47,2] 0.470 0.400 0.076 0.357 1.509
beta4_pH[8,47,2] 0.841 0.560 0.203 0.699 2.292
beta4_pH[9,47,2] 0.486 0.641 0.040 0.288 2.242
beta4_pH[10,47,2] 0.849 0.275 0.435 0.815 1.505
beta4_pH[11,47,2] 0.586 0.121 0.383 0.577 0.850
beta4_pH[12,47,2] 1.583 0.955 0.476 1.360 3.906
beta4_pH[13,47,2] 0.683 0.118 0.480 0.672 0.936
beta4_pH[14,47,2] 0.865 0.322 0.395 0.811 1.642
beta4_pH[15,47,2] 0.709 0.114 0.504 0.702 0.963
beta4_pH[16,47,2] 0.816 0.340 0.345 0.758 1.641
beta4_pH[1,1,3] 0.694 0.287 0.305 0.643 1.286
beta4_pH[2,1,3] 0.850 0.216 0.543 0.822 1.263
beta4_pH[3,1,3] 0.910 0.282 0.514 0.873 1.472
beta4_pH[4,1,3] 0.816 0.266 0.433 0.780 1.337
beta4_pH[5,1,3] 0.680 0.529 0.088 0.539 2.005
beta4_pH[6,1,3] 1.970 1.760 0.231 1.360 6.792
beta4_pH[7,1,3] 1.088 0.594 0.361 0.940 2.470
beta4_pH[8,1,3] 0.757 0.434 0.226 0.649 1.734
beta4_pH[9,1,3] 0.923 0.534 0.278 0.792 2.153
beta4_pH[10,1,3] 0.726 0.276 0.349 0.674 1.288
beta4_pH[11,1,3] 0.685 0.247 0.350 0.638 1.192
beta4_pH[12,1,3] 0.937 0.383 0.435 0.850 1.729
beta4_pH[13,1,3] 0.745 0.269 0.379 0.695 1.283
beta4_pH[14,1,3] 1.031 0.336 0.562 0.979 1.703
beta4_pH[15,1,3] 0.918 0.267 0.537 0.876 1.442
beta4_pH[16,1,3] 0.903 0.364 0.416 0.822 1.654
beta4_pH[1,2,3] 0.694 0.291 0.304 0.639 1.293
beta4_pH[2,2,3] 0.846 0.214 0.546 0.819 1.260
beta4_pH[3,2,3] 0.912 0.283 0.513 0.867 1.467
beta4_pH[4,2,3] 0.817 0.267 0.433 0.777 1.343
beta4_pH[5,2,3] 0.689 0.535 0.087 0.560 2.003
beta4_pH[6,2,3] 1.925 1.751 0.233 1.324 6.576
beta4_pH[7,2,3] 1.087 0.611 0.349 0.925 2.503
beta4_pH[8,2,3] 0.766 0.433 0.226 0.674 1.731
beta4_pH[9,2,3] 0.916 0.547 0.273 0.767 2.178
beta4_pH[10,2,3] 0.718 0.275 0.343 0.666 1.284
beta4_pH[11,2,3] 0.688 0.246 0.351 0.645 1.190
beta4_pH[12,2,3] 0.928 0.380 0.438 0.841 1.731
beta4_pH[13,2,3] 0.743 0.269 0.378 0.694 1.299
beta4_pH[14,2,3] 1.024 0.327 0.565 0.981 1.693
beta4_pH[15,2,3] 0.918 0.269 0.538 0.870 1.443
beta4_pH[16,2,3] 0.902 0.362 0.416 0.834 1.653
beta4_pH[1,3,3] 0.695 0.289 0.308 0.637 1.285
beta4_pH[2,3,3] 0.858 0.214 0.543 0.838 1.261
beta4_pH[3,3,3] 0.917 0.281 0.514 0.875 1.474
beta4_pH[4,3,3] 0.806 0.269 0.429 0.769 1.344
beta4_pH[5,3,3] 0.666 0.525 0.086 0.517 1.983
beta4_pH[6,3,3] 1.982 1.807 0.223 1.334 6.918
beta4_pH[7,3,3] 1.069 0.600 0.347 0.914 2.453
beta4_pH[8,3,3] 0.771 0.433 0.227 0.671 1.713
beta4_pH[9,3,3] 0.940 0.543 0.277 0.798 2.177
beta4_pH[10,3,3] 0.724 0.277 0.347 0.677 1.288
beta4_pH[11,3,3] 0.683 0.246 0.350 0.637 1.188
beta4_pH[12,3,3] 0.925 0.371 0.439 0.838 1.713
beta4_pH[13,3,3] 0.747 0.268 0.384 0.704 1.297
beta4_pH[14,3,3] 1.011 0.332 0.563 0.951 1.699
beta4_pH[15,3,3] 0.917 0.270 0.536 0.876 1.444
beta4_pH[16,3,3] 0.897 0.359 0.421 0.824 1.658
beta4_pH[1,4,3] 0.694 0.289 0.305 0.643 1.285
beta4_pH[2,4,3] 0.851 0.214 0.543 0.827 1.262
beta4_pH[3,4,3] 0.903 0.284 0.510 0.855 1.473
beta4_pH[4,4,3] 0.810 0.274 0.429 0.760 1.339
beta4_pH[5,4,3] 0.664 0.523 0.086 0.520 1.937
beta4_pH[6,4,3] 1.940 1.714 0.231 1.373 6.641
beta4_pH[7,4,3] 1.076 0.599 0.348 0.936 2.455
beta4_pH[8,4,3] 0.769 0.436 0.227 0.674 1.729
beta4_pH[9,4,3] 0.926 0.551 0.277 0.773 2.208
beta4_pH[10,4,3] 0.722 0.278 0.347 0.671 1.285
beta4_pH[11,4,3] 0.687 0.247 0.353 0.639 1.183
beta4_pH[12,4,3] 0.938 0.378 0.439 0.852 1.732
beta4_pH[13,4,3] 0.753 0.274 0.379 0.706 1.294
beta4_pH[14,4,3] 1.040 0.338 0.562 0.987 1.706
beta4_pH[15,4,3] 0.918 0.270 0.541 0.876 1.444
beta4_pH[16,4,3] 0.907 0.361 0.424 0.834 1.661
beta4_pH[1,5,3] 0.696 0.290 0.305 0.642 1.289
beta4_pH[2,5,3] 0.849 0.212 0.542 0.823 1.256
beta4_pH[3,5,3] 0.907 0.283 0.515 0.854 1.471
beta4_pH[4,5,3] 0.812 0.269 0.431 0.773 1.341
beta4_pH[5,5,3] 0.668 0.525 0.087 0.518 1.965
beta4_pH[6,5,3] 1.927 1.746 0.227 1.329 6.684
beta4_pH[7,5,3] 1.099 0.605 0.343 0.954 2.491
beta4_pH[8,5,3] 0.771 0.436 0.226 0.677 1.742
beta4_pH[9,5,3] 0.945 0.543 0.276 0.813 2.188
beta4_pH[10,5,3] 0.729 0.283 0.345 0.685 1.297
beta4_pH[11,5,3] 0.688 0.247 0.353 0.645 1.196
beta4_pH[12,5,3] 0.935 0.386 0.438 0.845 1.734
beta4_pH[13,5,3] 0.743 0.267 0.378 0.694 1.294
beta4_pH[14,5,3] 1.040 0.340 0.561 0.990 1.703
beta4_pH[15,5,3] 0.923 0.270 0.538 0.877 1.443
beta4_pH[16,5,3] 0.903 0.362 0.418 0.831 1.660
beta4_pH[1,6,3] 0.692 0.291 0.304 0.638 1.292
beta4_pH[2,6,3] 0.848 0.212 0.543 0.819 1.258
beta4_pH[3,6,3] 0.909 0.284 0.515 0.867 1.478
beta4_pH[4,6,3] 0.808 0.268 0.434 0.762 1.336
beta4_pH[5,6,3] 0.692 0.539 0.086 0.556 1.993
beta4_pH[6,6,3] 1.919 1.756 0.225 1.295 6.653
beta4_pH[7,6,3] 1.109 0.612 0.349 0.963 2.499
beta4_pH[8,6,3] 0.758 0.423 0.223 0.667 1.726
beta4_pH[9,6,3] 0.934 0.547 0.274 0.793 2.190
beta4_pH[10,6,3] 0.728 0.274 0.349 0.685 1.290
beta4_pH[11,6,3] 0.687 0.249 0.353 0.640 1.186
beta4_pH[12,6,3] 0.922 0.378 0.433 0.825 1.719
beta4_pH[13,6,3] 0.741 0.267 0.377 0.693 1.285
beta4_pH[14,6,3] 1.024 0.335 0.561 0.966 1.705
beta4_pH[15,6,3] 0.921 0.271 0.537 0.890 1.436
beta4_pH[16,6,3] 0.898 0.358 0.418 0.832 1.651
beta4_pH[1,7,3] 0.696 0.287 0.305 0.649 1.275
beta4_pH[2,7,3] 0.851 0.214 0.544 0.816 1.257
beta4_pH[3,7,3] 0.906 0.281 0.513 0.857 1.469
beta4_pH[4,7,3] 0.801 0.270 0.427 0.758 1.338
beta4_pH[5,7,3] 0.671 0.521 0.086 0.549 1.990
beta4_pH[6,7,3] 1.903 1.729 0.229 1.298 6.605
beta4_pH[7,7,3] 1.109 0.617 0.347 0.961 2.513
beta4_pH[8,7,3] 0.767 0.430 0.228 0.678 1.735
beta4_pH[9,7,3] 0.911 0.534 0.273 0.776 2.166
beta4_pH[10,7,3] 0.726 0.276 0.345 0.680 1.291
beta4_pH[11,7,3] 0.676 0.242 0.351 0.634 1.180
beta4_pH[12,7,3] 0.927 0.377 0.436 0.838 1.723
beta4_pH[13,7,3] 0.740 0.264 0.380 0.688 1.294
beta4_pH[14,7,3] 1.038 0.335 0.560 0.980 1.703
beta4_pH[15,7,3] 0.916 0.271 0.541 0.871 1.445
beta4_pH[16,7,3] 0.897 0.360 0.420 0.820 1.659
beta4_pH[1,8,3] 0.695 0.287 0.305 0.646 1.284
beta4_pH[2,8,3] 0.853 0.212 0.544 0.826 1.259
beta4_pH[3,8,3] 0.916 0.283 0.512 0.882 1.472
beta4_pH[4,8,3] 0.814 0.273 0.428 0.773 1.341
beta4_pH[5,8,3] 0.673 0.515 0.086 0.547 1.938
beta4_pH[6,8,3] 1.985 1.779 0.232 1.348 6.800
beta4_pH[7,8,3] 1.097 0.607 0.348 0.936 2.476
beta4_pH[8,8,3] 0.770 0.434 0.227 0.676 1.746
beta4_pH[9,8,3] 0.934 0.545 0.271 0.794 2.188
beta4_pH[10,8,3] 0.726 0.278 0.348 0.667 1.292
beta4_pH[11,8,3] 0.695 0.247 0.353 0.655 1.186
beta4_pH[12,8,3] 0.924 0.380 0.438 0.832 1.734
beta4_pH[13,8,3] 0.755 0.275 0.379 0.707 1.298
beta4_pH[14,8,3] 1.031 0.333 0.560 0.980 1.693
beta4_pH[15,8,3] 0.914 0.267 0.540 0.874 1.432
beta4_pH[16,8,3] 0.906 0.366 0.419 0.827 1.662
beta4_pH[1,9,3] 0.693 0.286 0.306 0.642 1.286
beta4_pH[2,9,3] 0.853 0.216 0.542 0.828 1.263
beta4_pH[3,9,3] 0.913 0.288 0.515 0.871 1.477
beta4_pH[4,9,3] 0.810 0.272 0.431 0.764 1.346
beta4_pH[5,9,3] 0.663 0.522 0.087 0.529 1.972
beta4_pH[6,9,3] 1.914 1.711 0.230 1.324 6.617
beta4_pH[7,9,3] 1.117 0.624 0.349 0.965 2.502
beta4_pH[8,9,3] 0.745 0.424 0.222 0.651 1.733
beta4_pH[9,9,3] 0.926 0.544 0.274 0.779 2.198
beta4_pH[10,9,3] 0.723 0.275 0.345 0.678 1.293
beta4_pH[11,9,3] 0.683 0.248 0.352 0.636 1.187
beta4_pH[12,9,3] 0.931 0.380 0.438 0.845 1.732
beta4_pH[13,9,3] 0.753 0.269 0.379 0.707 1.293
beta4_pH[14,9,3] 1.033 0.336 0.565 0.973 1.700
beta4_pH[15,9,3] 0.921 0.273 0.538 0.881 1.444
beta4_pH[16,9,3] 0.903 0.360 0.423 0.829 1.655
beta4_pH[1,10,3] 0.699 0.288 0.309 0.648 1.286
beta4_pH[2,10,3] 0.857 0.214 0.546 0.829 1.259
beta4_pH[3,10,3] 0.919 0.281 0.515 0.880 1.480
beta4_pH[4,10,3] 0.804 0.271 0.430 0.754 1.349
beta4_pH[5,10,3] 0.658 0.511 0.088 0.523 1.942
beta4_pH[6,10,3] 1.879 1.741 0.227 1.252 6.602
beta4_pH[7,10,3] 1.084 0.606 0.348 0.937 2.475
beta4_pH[8,10,3] 0.769 0.435 0.226 0.676 1.741
beta4_pH[9,10,3] 0.923 0.545 0.274 0.782 2.193
beta4_pH[10,10,3] 0.724 0.276 0.345 0.681 1.280
beta4_pH[11,10,3] 0.684 0.246 0.352 0.635 1.185
beta4_pH[12,10,3] 0.926 0.380 0.434 0.833 1.732
beta4_pH[13,10,3] 0.748 0.274 0.378 0.695 1.292
beta4_pH[14,10,3] 1.039 0.337 0.563 0.986 1.709
beta4_pH[15,10,3] 0.923 0.269 0.535 0.883 1.445
beta4_pH[16,10,3] 0.894 0.360 0.419 0.825 1.662
beta4_pH[1,11,3] 0.703 0.291 0.309 0.653 1.286
beta4_pH[2,11,3] 0.848 0.213 0.543 0.820 1.263
beta4_pH[3,11,3] 0.913 0.282 0.516 0.867 1.475
beta4_pH[4,11,3] 0.810 0.267 0.433 0.775 1.340
beta4_pH[5,11,3] 0.678 0.535 0.086 0.531 2.002
beta4_pH[6,11,3] 1.982 1.772 0.229 1.365 6.671
beta4_pH[7,11,3] 1.100 0.609 0.347 0.950 2.504
beta4_pH[8,11,3] 0.763 0.440 0.223 0.661 1.732
beta4_pH[9,11,3] 0.914 0.537 0.272 0.774 2.183
beta4_pH[10,11,3] 0.725 0.271 0.348 0.681 1.282
beta4_pH[11,11,3] 0.687 0.246 0.351 0.649 1.195
beta4_pH[12,11,3] 0.918 0.372 0.436 0.827 1.727
beta4_pH[13,11,3] 0.735 0.267 0.379 0.689 1.286
beta4_pH[14,11,3] 1.023 0.337 0.560 0.970 1.706
beta4_pH[15,11,3] 0.922 0.269 0.536 0.885 1.440
beta4_pH[16,11,3] 0.908 0.363 0.420 0.837 1.661
beta4_pH[1,12,3] 0.691 0.289 0.305 0.634 1.287
beta4_pH[2,12,3] 0.856 0.213 0.543 0.834 1.257
beta4_pH[3,12,3] 0.905 0.283 0.512 0.860 1.473
beta4_pH[4,12,3] 0.806 0.266 0.431 0.763 1.341
beta4_pH[5,12,3] 0.675 0.528 0.087 0.531 2.002
beta4_pH[6,12,3] 1.961 1.775 0.228 1.317 6.727
beta4_pH[7,12,3] 1.085 0.605 0.348 0.929 2.477
beta4_pH[8,12,3] 0.771 0.434 0.228 0.662 1.730
beta4_pH[9,12,3] 0.937 0.549 0.273 0.792 2.205
beta4_pH[10,12,3] 0.725 0.281 0.346 0.675 1.292
beta4_pH[11,12,3] 0.693 0.248 0.350 0.650 1.181
beta4_pH[12,12,3] 0.934 0.379 0.440 0.845 1.725
beta4_pH[13,12,3] 0.744 0.264 0.381 0.693 1.286
beta4_pH[14,12,3] 1.034 0.336 0.562 0.979 1.698
beta4_pH[15,12,3] 0.919 0.268 0.538 0.884 1.443
beta4_pH[16,12,3] 0.904 0.365 0.422 0.826 1.641
beta4_pH[1,13,3] 0.697 0.291 0.305 0.650 1.298
beta4_pH[2,13,3] 0.855 0.216 0.544 0.826 1.264
beta4_pH[3,13,3] 0.913 0.284 0.514 0.867 1.472
beta4_pH[4,13,3] 0.810 0.273 0.431 0.763 1.342
beta4_pH[5,13,3] 0.668 0.522 0.085 0.534 1.967
beta4_pH[6,13,3] 1.972 1.767 0.234 1.338 6.828
beta4_pH[7,13,3] 1.091 0.602 0.351 0.943 2.481
beta4_pH[8,13,3] 0.770 0.438 0.224 0.669 1.746
beta4_pH[9,13,3] 0.935 0.543 0.279 0.792 2.182
beta4_pH[10,13,3] 0.722 0.278 0.344 0.666 1.291
beta4_pH[11,13,3] 0.687 0.249 0.351 0.640 1.193
beta4_pH[12,13,3] 0.922 0.374 0.436 0.839 1.732
beta4_pH[13,13,3] 0.749 0.267 0.380 0.701 1.289
beta4_pH[14,13,3] 1.027 0.338 0.562 0.968 1.697
beta4_pH[15,13,3] 0.912 0.270 0.539 0.866 1.446
beta4_pH[16,13,3] 0.899 0.360 0.420 0.833 1.658
beta4_pH[1,14,3] 0.687 0.287 0.305 0.629 1.280
beta4_pH[2,14,3] 0.851 0.211 0.546 0.822 1.258
beta4_pH[3,14,3] 0.919 0.286 0.511 0.877 1.474
beta4_pH[4,14,3] 0.815 0.275 0.429 0.770 1.350
beta4_pH[5,14,3] 0.668 0.527 0.086 0.524 1.974
beta4_pH[6,14,3] 1.927 1.762 0.228 1.296 6.759
beta4_pH[7,14,3] 1.102 0.603 0.347 0.952 2.478
beta4_pH[8,14,3] 0.756 0.432 0.227 0.657 1.737
beta4_pH[9,14,3] 0.930 0.537 0.276 0.783 2.157
beta4_pH[10,14,3] 0.726 0.280 0.345 0.676 1.291
beta4_pH[11,14,3] 0.696 0.251 0.351 0.653 1.197
beta4_pH[12,14,3] 0.929 0.382 0.433 0.843 1.714
beta4_pH[13,14,3] 0.745 0.270 0.379 0.701 1.295
beta4_pH[14,14,3] 1.033 0.339 0.561 0.977 1.696
beta4_pH[15,14,3] 0.914 0.270 0.539 0.869 1.446
beta4_pH[16,14,3] 0.896 0.358 0.419 0.825 1.644
beta4_pH[1,15,3] 0.690 0.290 0.304 0.628 1.285
beta4_pH[2,15,3] 0.853 0.216 0.543 0.825 1.260
beta4_pH[3,15,3] 0.913 0.283 0.517 0.868 1.476
beta4_pH[4,15,3] 0.811 0.270 0.432 0.769 1.347
beta4_pH[5,15,3] 0.674 0.534 0.088 0.525 2.002
beta4_pH[6,15,3] 1.941 1.764 0.226 1.340 6.638
beta4_pH[7,15,3] 1.108 0.606 0.355 0.953 2.496
beta4_pH[8,15,3] 0.766 0.435 0.223 0.665 1.728
beta4_pH[9,15,3] 0.917 0.539 0.275 0.765 2.176
beta4_pH[10,15,3] 0.725 0.279 0.346 0.681 1.282
beta4_pH[11,15,3] 0.691 0.248 0.350 0.649 1.197
beta4_pH[12,15,3] 0.932 0.375 0.439 0.855 1.715
beta4_pH[13,15,3] 0.746 0.269 0.380 0.696 1.290
beta4_pH[14,15,3] 1.025 0.334 0.558 0.966 1.692
beta4_pH[15,15,3] 0.918 0.272 0.536 0.879 1.449
beta4_pH[16,15,3] 0.897 0.367 0.422 0.808 1.654
beta4_pH[1,16,3] 0.688 0.287 0.306 0.631 1.291
beta4_pH[2,16,3] 0.854 0.215 0.543 0.826 1.261
beta4_pH[3,16,3] 0.915 0.286 0.516 0.877 1.477
beta4_pH[4,16,3] 0.803 0.270 0.429 0.758 1.352
beta4_pH[5,16,3] 0.651 0.507 0.087 0.517 1.930
beta4_pH[6,16,3] 1.994 1.797 0.229 1.379 6.732
beta4_pH[7,16,3] 1.094 0.604 0.348 0.944 2.461
beta4_pH[8,16,3] 0.758 0.426 0.226 0.662 1.718
beta4_pH[9,16,3] 0.945 0.561 0.275 0.790 2.222
beta4_pH[10,16,3] 0.722 0.275 0.344 0.675 1.283
beta4_pH[11,16,3] 0.694 0.244 0.352 0.652 1.182
beta4_pH[12,16,3] 0.922 0.379 0.436 0.830 1.730
beta4_pH[13,16,3] 0.745 0.270 0.378 0.697 1.292
beta4_pH[14,16,3] 1.027 0.337 0.560 0.972 1.704
beta4_pH[15,16,3] 0.918 0.269 0.539 0.873 1.440
beta4_pH[16,16,3] 0.899 0.365 0.422 0.825 1.662
beta4_pH[1,17,3] 0.693 0.293 0.306 0.640 1.290
beta4_pH[2,17,3] 0.852 0.217 0.543 0.825 1.262
beta4_pH[3,17,3] 0.922 0.282 0.517 0.878 1.477
beta4_pH[4,17,3] 0.801 0.269 0.430 0.758 1.344
beta4_pH[5,17,3] 0.670 0.527 0.086 0.524 1.943
beta4_pH[6,17,3] 1.921 1.725 0.226 1.325 6.621
beta4_pH[7,17,3] 1.104 0.618 0.349 0.941 2.491
beta4_pH[8,17,3] 0.757 0.426 0.226 0.655 1.714
beta4_pH[9,17,3] 0.924 0.543 0.275 0.785 2.177
beta4_pH[10,17,3] 0.726 0.276 0.346 0.677 1.285
beta4_pH[11,17,3] 0.692 0.246 0.353 0.653 1.190
beta4_pH[12,17,3] 0.928 0.366 0.439 0.851 1.709
beta4_pH[13,17,3] 0.744 0.268 0.381 0.694 1.287
beta4_pH[14,17,3] 1.025 0.331 0.563 0.967 1.693
beta4_pH[15,17,3] 0.921 0.268 0.541 0.883 1.442
beta4_pH[16,17,3] 0.900 0.363 0.417 0.824 1.656
beta4_pH[1,18,3] 0.689 0.284 0.304 0.641 1.276
beta4_pH[2,18,3] 0.857 0.215 0.545 0.833 1.264
beta4_pH[3,18,3] 0.900 0.285 0.511 0.847 1.480
beta4_pH[4,18,3] 0.802 0.272 0.430 0.768 1.337
beta4_pH[5,18,3] 0.668 0.522 0.086 0.540 1.963
beta4_pH[6,18,3] 1.871 1.690 0.226 1.283 6.571
beta4_pH[7,18,3] 1.109 0.619 0.350 0.951 2.511
beta4_pH[8,18,3] 0.765 0.425 0.226 0.677 1.721
beta4_pH[9,18,3] 0.928 0.546 0.275 0.784 2.185
beta4_pH[10,18,3] 0.725 0.278 0.344 0.683 1.288
beta4_pH[11,18,3] 0.689 0.248 0.351 0.650 1.195
beta4_pH[12,18,3] 0.922 0.371 0.438 0.840 1.709
beta4_pH[13,18,3] 0.759 0.272 0.380 0.713 1.300
beta4_pH[14,18,3] 1.038 0.340 0.560 0.983 1.711
beta4_pH[15,18,3] 0.921 0.270 0.539 0.879 1.443
beta4_pH[16,18,3] 0.906 0.358 0.425 0.831 1.654
beta4_pH[1,19,3] 0.704 0.292 0.305 0.660 1.289
beta4_pH[2,19,3] 0.853 0.214 0.545 0.827 1.266
beta4_pH[3,19,3] 0.907 0.282 0.514 0.863 1.473
beta4_pH[4,19,3] 0.805 0.271 0.432 0.756 1.351
beta4_pH[5,19,3] 0.680 0.526 0.088 0.547 1.995
beta4_pH[6,19,3] 1.940 1.748 0.230 1.308 6.695
beta4_pH[7,19,3] 1.104 0.617 0.348 0.954 2.513
beta4_pH[8,19,3] 0.768 0.434 0.227 0.661 1.726
beta4_pH[9,19,3] 0.927 0.540 0.273 0.795 2.176
beta4_pH[10,19,3] 0.725 0.272 0.350 0.680 1.279
beta4_pH[11,19,3] 0.689 0.248 0.351 0.648 1.189
beta4_pH[12,19,3] 0.930 0.378 0.437 0.843 1.721
beta4_pH[13,19,3] 0.757 0.270 0.379 0.718 1.292
beta4_pH[14,19,3] 1.029 0.334 0.557 0.972 1.698
beta4_pH[15,19,3] 0.916 0.270 0.537 0.874 1.447
beta4_pH[16,19,3] 0.898 0.358 0.421 0.826 1.673
beta4_pH[1,20,3] 0.686 0.286 0.305 0.629 1.284
beta4_pH[2,20,3] 0.850 0.216 0.542 0.823 1.266
beta4_pH[3,20,3] 0.911 0.286 0.512 0.864 1.471
beta4_pH[4,20,3] 0.814 0.273 0.433 0.776 1.350
beta4_pH[5,20,3] 0.680 0.529 0.087 0.541 1.970
beta4_pH[6,20,3] 1.922 1.713 0.235 1.354 6.678
beta4_pH[7,20,3] 1.102 0.613 0.350 0.956 2.522
beta4_pH[8,20,3] 0.777 0.437 0.224 0.693 1.719
beta4_pH[9,20,3] 0.941 0.554 0.277 0.790 2.209
beta4_pH[10,20,3] 0.730 0.274 0.347 0.685 1.284
beta4_pH[11,20,3] 0.694 0.249 0.350 0.649 1.190
beta4_pH[12,20,3] 0.926 0.377 0.439 0.835 1.737
beta4_pH[13,20,3] 0.742 0.266 0.377 0.698 1.290
beta4_pH[14,20,3] 1.027 0.338 0.564 0.972 1.703
beta4_pH[15,20,3] 0.924 0.272 0.539 0.885 1.446
beta4_pH[16,20,3] 0.895 0.359 0.422 0.817 1.653
beta4_pH[1,21,3] 0.695 0.290 0.302 0.646 1.289
beta4_pH[2,21,3] 0.852 0.215 0.544 0.822 1.263
beta4_pH[3,21,3] 0.914 0.287 0.509 0.877 1.476
beta4_pH[4,21,3] 0.797 0.268 0.430 0.759 1.347
beta4_pH[5,21,3] 0.675 0.531 0.087 0.533 2.004
beta4_pH[6,21,3] 1.969 1.748 0.233 1.342 6.620
beta4_pH[7,21,3] 1.113 0.615 0.351 0.961 2.492
beta4_pH[8,21,3] 0.766 0.437 0.224 0.665 1.729
beta4_pH[9,21,3] 0.912 0.524 0.276 0.786 2.135
beta4_pH[10,21,3] 0.721 0.277 0.347 0.667 1.285
beta4_pH[11,21,3] 0.693 0.246 0.352 0.649 1.192
beta4_pH[12,21,3] 0.935 0.382 0.437 0.850 1.734
beta4_pH[13,21,3] 0.740 0.264 0.379 0.689 1.285
beta4_pH[14,21,3] 1.037 0.338 0.565 0.984 1.712
beta4_pH[15,21,3] 0.916 0.271 0.537 0.872 1.445
beta4_pH[16,21,3] 0.895 0.359 0.419 0.824 1.649
beta4_pH[1,22,3] 0.698 0.289 0.306 0.654 1.296
beta4_pH[2,22,3] 0.850 0.212 0.546 0.815 1.262
beta4_pH[3,22,3] 0.911 0.282 0.514 0.869 1.471
beta4_pH[4,22,3] 0.804 0.269 0.429 0.765 1.336
beta4_pH[5,22,3] 0.672 0.517 0.086 0.547 1.969
beta4_pH[6,22,3] 1.941 1.742 0.234 1.338 6.662
beta4_pH[7,22,3] 1.120 0.620 0.346 0.971 2.491
beta4_pH[8,22,3] 0.755 0.420 0.230 0.663 1.728
beta4_pH[9,22,3] 0.914 0.538 0.275 0.773 2.170
beta4_pH[10,22,3] 0.731 0.280 0.347 0.681 1.298
beta4_pH[11,22,3] 0.692 0.247 0.352 0.652 1.186
beta4_pH[12,22,3] 0.938 0.379 0.442 0.844 1.730
beta4_pH[13,22,3] 0.749 0.272 0.383 0.695 1.290
beta4_pH[14,22,3] 1.029 0.336 0.563 0.968 1.710
beta4_pH[15,22,3] 0.921 0.266 0.540 0.884 1.436
beta4_pH[16,22,3] 0.896 0.362 0.419 0.829 1.650
beta4_pH[1,23,3] 0.678 0.287 0.303 0.625 1.278
beta4_pH[2,23,3] 0.855 0.212 0.546 0.830 1.259
beta4_pH[3,23,3] 0.914 0.285 0.512 0.871 1.478
beta4_pH[4,23,3] 0.806 0.272 0.431 0.763 1.346
beta4_pH[5,23,3] 0.669 0.535 0.086 0.518 1.978
beta4_pH[6,23,3] 1.949 1.786 0.225 1.337 6.841
beta4_pH[7,23,3] 1.110 0.613 0.350 0.963 2.492
beta4_pH[8,23,3] 0.765 0.430 0.228 0.669 1.718
beta4_pH[9,23,3] 0.931 0.548 0.274 0.784 2.180
beta4_pH[10,23,3] 0.725 0.278 0.347 0.677 1.296
beta4_pH[11,23,3] 0.682 0.243 0.352 0.631 1.186
beta4_pH[12,23,3] 0.928 0.382 0.437 0.842 1.728
beta4_pH[13,23,3] 0.747 0.271 0.380 0.693 1.293
beta4_pH[14,23,3] 1.027 0.335 0.561 0.970 1.706
beta4_pH[15,23,3] 0.921 0.266 0.538 0.891 1.444
beta4_pH[16,23,3] 0.893 0.356 0.421 0.819 1.651
beta4_pH[1,24,3] 0.692 0.286 0.306 0.645 1.273
beta4_pH[2,24,3] 0.855 0.216 0.543 0.817 1.261
beta4_pH[3,24,3] 0.908 0.284 0.513 0.860 1.480
beta4_pH[4,24,3] 0.807 0.268 0.431 0.766 1.342
beta4_pH[5,24,3] 0.670 0.526 0.087 0.530 1.964
beta4_pH[6,24,3] 1.981 1.759 0.233 1.371 6.647
beta4_pH[7,24,3] 1.104 0.611 0.349 0.942 2.488
beta4_pH[8,24,3] 0.765 0.437 0.227 0.648 1.728
beta4_pH[9,24,3] 0.907 0.542 0.271 0.759 2.181
beta4_pH[10,24,3] 0.721 0.273 0.347 0.676 1.281
beta4_pH[11,24,3] 0.688 0.250 0.348 0.642 1.199
beta4_pH[12,24,3] 0.919 0.373 0.437 0.838 1.717
beta4_pH[13,24,3] 0.749 0.267 0.380 0.707 1.282
beta4_pH[14,24,3] 1.029 0.337 0.564 0.970 1.699
beta4_pH[15,24,3] 0.917 0.270 0.536 0.877 1.452
beta4_pH[16,24,3] 0.900 0.364 0.417 0.826 1.659
beta4_pH[1,25,3] 0.690 0.288 0.307 0.633 1.279
beta4_pH[2,25,3] 0.849 0.213 0.543 0.818 1.261
beta4_pH[3,25,3] 0.913 0.286 0.513 0.873 1.473
beta4_pH[4,25,3] 0.810 0.275 0.427 0.770 1.347
beta4_pH[5,25,3] 0.687 0.534 0.085 0.551 1.994
beta4_pH[6,25,3] 1.961 1.756 0.231 1.371 6.700
beta4_pH[7,25,3] 1.116 0.623 0.346 0.961 2.532
beta4_pH[8,25,3] 0.756 0.424 0.226 0.664 1.713
beta4_pH[9,25,3] 0.938 0.548 0.276 0.789 2.187
beta4_pH[10,25,3] 0.733 0.283 0.348 0.683 1.299
beta4_pH[11,25,3] 0.685 0.247 0.353 0.643 1.187
beta4_pH[12,25,3] 0.933 0.382 0.437 0.848 1.732
beta4_pH[13,25,3] 0.743 0.270 0.377 0.690 1.298
beta4_pH[14,25,3] 1.020 0.332 0.565 0.959 1.693
beta4_pH[15,25,3] 0.915 0.273 0.537 0.876 1.447
beta4_pH[16,25,3] 0.892 0.359 0.418 0.818 1.654
beta4_pH[1,26,3] 0.692 0.288 0.305 0.637 1.289
beta4_pH[2,26,3] 0.854 0.214 0.545 0.824 1.259
beta4_pH[3,26,3] 0.910 0.284 0.511 0.860 1.476
beta4_pH[4,26,3] 0.812 0.266 0.432 0.774 1.344
beta4_pH[5,26,3] 0.677 0.527 0.087 0.542 1.971
beta4_pH[6,26,3] 1.984 1.788 0.232 1.333 6.852
beta4_pH[7,26,3] 1.097 0.605 0.345 0.959 2.496
beta4_pH[8,26,3] 0.761 0.430 0.226 0.670 1.715
beta4_pH[9,26,3] 0.925 0.551 0.276 0.774 2.183
beta4_pH[10,26,3] 0.726 0.280 0.344 0.674 1.297
beta4_pH[11,26,3] 0.683 0.247 0.352 0.634 1.190
beta4_pH[12,26,3] 0.944 0.381 0.442 0.855 1.725
beta4_pH[13,26,3] 0.746 0.272 0.378 0.693 1.299
beta4_pH[14,26,3] 1.026 0.342 0.564 0.966 1.713
beta4_pH[15,26,3] 0.918 0.270 0.537 0.882 1.447
beta4_pH[16,26,3] 0.913 0.367 0.420 0.837 1.663
beta4_pH[1,27,3] 0.691 0.288 0.303 0.638 1.287
beta4_pH[2,27,3] 0.849 0.210 0.544 0.822 1.255
beta4_pH[3,27,3] 0.913 0.284 0.516 0.868 1.467
beta4_pH[4,27,3] 0.806 0.264 0.433 0.765 1.339
beta4_pH[5,27,3] 0.673 0.526 0.083 0.535 1.965
beta4_pH[6,27,3] 1.948 1.775 0.230 1.336 6.687
beta4_pH[7,27,3] 1.106 0.612 0.349 0.966 2.499
beta4_pH[8,27,3] 0.754 0.428 0.224 0.649 1.703
beta4_pH[9,27,3] 0.941 0.556 0.273 0.788 2.223
beta4_pH[10,27,3] 0.721 0.274 0.346 0.682 1.278
beta4_pH[11,27,3] 0.695 0.247 0.357 0.649 1.199
beta4_pH[12,27,3] 0.918 0.374 0.436 0.837 1.708
beta4_pH[13,27,3] 0.754 0.272 0.381 0.701 1.287
beta4_pH[14,27,3] 1.039 0.336 0.566 0.992 1.705
beta4_pH[15,27,3] 0.922 0.264 0.539 0.883 1.437
beta4_pH[16,27,3] 0.904 0.360 0.420 0.837 1.656
beta4_pH[1,28,3] 0.696 0.289 0.309 0.640 1.297
beta4_pH[2,28,3] 0.857 0.214 0.544 0.828 1.257
beta4_pH[3,28,3] 0.913 0.286 0.515 0.867 1.482
beta4_pH[4,28,3] 0.805 0.271 0.431 0.755 1.347
beta4_pH[5,28,3] 0.663 0.524 0.085 0.518 1.934
beta4_pH[6,28,3] 1.909 1.718 0.237 1.321 6.723
beta4_pH[7,28,3] 1.105 0.605 0.352 0.964 2.494
beta4_pH[8,28,3] 0.766 0.432 0.226 0.661 1.725
beta4_pH[9,28,3] 0.927 0.550 0.270 0.784 2.206
beta4_pH[10,28,3] 0.724 0.277 0.349 0.679 1.294
beta4_pH[11,28,3] 0.685 0.241 0.352 0.642 1.184
beta4_pH[12,28,3] 0.935 0.383 0.437 0.851 1.728
beta4_pH[13,28,3] 0.753 0.269 0.379 0.707 1.295
beta4_pH[14,28,3] 1.018 0.330 0.565 0.959 1.685
beta4_pH[15,28,3] 0.919 0.268 0.540 0.873 1.441
beta4_pH[16,28,3] 0.911 0.365 0.418 0.843 1.651
beta4_pH[1,29,3] 0.691 0.289 0.307 0.635 1.289
beta4_pH[2,29,3] 0.855 0.215 0.545 0.828 1.262
beta4_pH[3,29,3] 0.912 0.285 0.512 0.866 1.479
beta4_pH[4,29,3] 0.804 0.271 0.431 0.759 1.342
beta4_pH[5,29,3] 0.683 0.524 0.086 0.540 1.972
beta4_pH[6,29,3] 1.955 1.773 0.234 1.330 6.706
beta4_pH[7,29,3] 1.089 0.614 0.347 0.925 2.504
beta4_pH[8,29,3] 0.768 0.428 0.225 0.679 1.733
beta4_pH[9,29,3] 0.905 0.534 0.273 0.769 2.162
beta4_pH[10,29,3] 0.740 0.279 0.347 0.696 1.297
beta4_pH[11,29,3] 0.692 0.246 0.352 0.652 1.191
beta4_pH[12,29,3] 0.931 0.381 0.437 0.839 1.736
beta4_pH[13,29,3] 0.744 0.265 0.380 0.698 1.287
beta4_pH[14,29,3] 1.024 0.334 0.561 0.974 1.707
beta4_pH[15,29,3] 0.914 0.270 0.538 0.872 1.447
beta4_pH[16,29,3] 0.903 0.361 0.424 0.837 1.653
beta4_pH[1,30,3] 0.691 0.287 0.306 0.636 1.286
beta4_pH[2,30,3] 0.847 0.211 0.545 0.819 1.254
beta4_pH[3,30,3] 0.913 0.287 0.514 0.870 1.477
beta4_pH[4,30,3] 0.810 0.272 0.429 0.772 1.338
beta4_pH[5,30,3] 0.676 0.529 0.087 0.526 1.947
beta4_pH[6,30,3] 1.923 1.746 0.225 1.325 6.690
beta4_pH[7,30,3] 1.115 0.620 0.348 0.955 2.497
beta4_pH[8,30,3] 0.756 0.432 0.225 0.653 1.726
beta4_pH[9,30,3] 0.915 0.530 0.276 0.782 2.145
beta4_pH[10,30,3] 0.733 0.278 0.347 0.690 1.295
beta4_pH[11,30,3] 0.694 0.253 0.351 0.652 1.194
beta4_pH[12,30,3] 0.933 0.375 0.439 0.860 1.721
beta4_pH[13,30,3] 0.747 0.268 0.382 0.694 1.292
beta4_pH[14,30,3] 1.018 0.332 0.561 0.957 1.698
beta4_pH[15,30,3] 0.918 0.271 0.537 0.873 1.439
beta4_pH[16,30,3] 0.900 0.360 0.419 0.833 1.648
beta4_pH[1,31,3] 0.682 0.284 0.306 0.631 1.278
beta4_pH[2,31,3] 0.857 0.214 0.548 0.829 1.260
beta4_pH[3,31,3] 0.902 0.286 0.510 0.843 1.471
beta4_pH[4,31,3] 0.812 0.274 0.431 0.772 1.354
beta4_pH[5,31,3] 0.673 0.526 0.085 0.535 1.985
beta4_pH[6,31,3] 1.915 1.713 0.228 1.319 6.450
beta4_pH[7,31,3] 1.094 0.612 0.349 0.957 2.481
beta4_pH[8,31,3] 0.758 0.428 0.227 0.665 1.743
beta4_pH[9,31,3] 0.932 0.544 0.274 0.793 2.187
beta4_pH[10,31,3] 0.728 0.279 0.343 0.682 1.294
beta4_pH[11,31,3] 0.692 0.247 0.351 0.659 1.190
beta4_pH[12,31,3] 0.938 0.378 0.439 0.858 1.732
beta4_pH[13,31,3] 0.750 0.269 0.379 0.704 1.289
beta4_pH[14,31,3] 1.028 0.334 0.561 0.975 1.691
beta4_pH[15,31,3] 0.915 0.266 0.538 0.880 1.446
beta4_pH[16,31,3] 0.890 0.356 0.419 0.816 1.652
beta4_pH[1,32,3] 0.679 0.287 0.306 0.619 1.282
beta4_pH[2,32,3] 0.856 0.214 0.542 0.827 1.260
beta4_pH[3,32,3] 0.914 0.287 0.512 0.864 1.477
beta4_pH[4,32,3] 0.804 0.270 0.432 0.762 1.345
beta4_pH[5,32,3] 0.669 0.519 0.087 0.542 1.949
beta4_pH[6,32,3] 1.945 1.751 0.230 1.343 6.562
beta4_pH[7,32,3] 1.090 0.607 0.347 0.931 2.468
beta4_pH[8,32,3] 0.747 0.422 0.226 0.650 1.711
beta4_pH[9,32,3] 0.911 0.538 0.275 0.761 2.180
beta4_pH[10,32,3] 0.723 0.277 0.346 0.674 1.287
beta4_pH[11,32,3] 0.689 0.246 0.352 0.651 1.190
beta4_pH[12,32,3] 0.932 0.378 0.438 0.850 1.732
beta4_pH[13,32,3] 0.749 0.270 0.379 0.702 1.297
beta4_pH[14,32,3] 1.027 0.335 0.560 0.973 1.697
beta4_pH[15,32,3] 0.916 0.268 0.541 0.877 1.439
beta4_pH[16,32,3] 0.913 0.367 0.420 0.840 1.655
beta4_pH[1,33,3] 0.695 0.284 0.304 0.643 1.281
beta4_pH[2,33,3] 0.852 0.213 0.545 0.823 1.265
beta4_pH[3,33,3] 0.912 0.281 0.515 0.866 1.469
beta4_pH[4,33,3] 0.809 0.273 0.429 0.767 1.342
beta4_pH[5,33,3] 0.674 0.529 0.087 0.532 1.966
beta4_pH[6,33,3] 1.950 1.783 0.229 1.318 6.614
beta4_pH[7,33,3] 1.095 0.611 0.346 0.938 2.512
beta4_pH[8,33,3] 0.776 0.435 0.227 0.680 1.728
beta4_pH[9,33,3] 0.913 0.532 0.272 0.773 2.161
beta4_pH[10,33,3] 0.731 0.276 0.345 0.684 1.290
beta4_pH[11,33,3] 0.683 0.245 0.354 0.639 1.191
beta4_pH[12,33,3] 0.926 0.378 0.435 0.838 1.721
beta4_pH[13,33,3] 0.741 0.271 0.378 0.691 1.295
beta4_pH[14,33,3] 1.016 0.335 0.557 0.956 1.700
beta4_pH[15,33,3] 0.911 0.271 0.536 0.868 1.446
beta4_pH[16,33,3] 0.897 0.359 0.422 0.820 1.650
beta4_pH[1,34,3] 0.693 0.287 0.305 0.644 1.280
beta4_pH[2,34,3] 0.849 0.213 0.542 0.822 1.257
beta4_pH[3,34,3] 0.916 0.286 0.514 0.875 1.471
beta4_pH[4,34,3] 0.799 0.269 0.430 0.756 1.341
beta4_pH[5,34,3] 0.682 0.530 0.085 0.550 1.997
beta4_pH[6,34,3] 1.984 1.784 0.225 1.368 6.684
beta4_pH[7,34,3] 1.100 0.610 0.347 0.954 2.481
beta4_pH[8,34,3] 0.770 0.427 0.226 0.681 1.724
beta4_pH[9,34,3] 0.908 0.537 0.277 0.764 2.177
beta4_pH[10,34,3] 0.719 0.278 0.346 0.667 1.289
beta4_pH[11,34,3] 0.692 0.248 0.353 0.648 1.196
beta4_pH[12,34,3] 0.919 0.375 0.437 0.825 1.710
beta4_pH[13,34,3] 0.752 0.267 0.379 0.708 1.292
beta4_pH[14,34,3] 1.033 0.333 0.563 0.976 1.696
beta4_pH[15,34,3] 0.917 0.263 0.540 0.876 1.443
beta4_pH[16,34,3] 0.907 0.362 0.419 0.841 1.648
beta4_pH[1,35,3] 0.409 0.139 0.199 0.392 0.730
beta4_pH[2,35,3] 0.784 0.086 0.633 0.779 0.967
beta4_pH[3,35,3] 1.023 0.167 0.731 1.011 1.388
beta4_pH[4,35,3] 0.594 0.220 0.274 0.560 1.131
beta4_pH[5,35,3] 0.125 0.091 0.027 0.101 0.363
beta4_pH[6,35,3] 0.753 0.650 0.127 0.570 2.418
beta4_pH[7,35,3] 2.288 1.891 0.420 1.723 7.395
beta4_pH[8,35,3] 0.518 0.256 0.180 0.473 1.178
beta4_pH[9,35,3] 0.622 0.559 0.105 0.462 2.125
beta4_pH[10,35,3] 0.630 0.136 0.398 0.620 0.935
beta4_pH[11,35,3] 0.748 0.194 0.443 0.723 1.195
beta4_pH[12,35,3] 1.432 0.888 0.364 1.221 3.867
beta4_pH[13,35,3] 0.724 0.107 0.541 0.714 0.949
beta4_pH[14,35,3] 0.794 0.264 0.392 0.757 1.401
beta4_pH[15,35,3] 0.877 0.120 0.665 0.868 1.131
beta4_pH[16,35,3] 0.596 0.259 0.243 0.555 1.235
beta4_pH[1,36,3] 0.915 0.201 0.579 0.894 1.356
beta4_pH[2,36,3] 0.861 0.112 0.660 0.854 1.098
beta4_pH[3,36,3] 0.869 0.148 0.606 0.862 1.178
beta4_pH[4,36,3] 0.764 0.233 0.407 0.732 1.307
beta4_pH[5,36,3] 0.709 0.862 0.072 0.460 2.908
beta4_pH[6,36,3] 5.787 4.312 0.820 4.505 17.293
beta4_pH[7,36,3] 1.141 0.645 0.352 0.989 2.837
beta4_pH[8,36,3] 0.930 0.413 0.382 0.847 1.984
beta4_pH[9,36,3] 0.529 0.379 0.127 0.428 1.530
beta4_pH[10,36,3] 0.459 0.125 0.263 0.442 0.742
beta4_pH[11,36,3] 0.554 0.108 0.374 0.543 0.794
beta4_pH[12,36,3] 0.852 0.472 0.262 0.756 2.038
beta4_pH[13,36,3] 0.786 0.127 0.558 0.776 1.070
beta4_pH[14,36,3] 1.260 0.465 0.595 1.183 2.378
beta4_pH[15,36,3] 0.961 0.136 0.719 0.949 1.246
beta4_pH[16,36,3] 1.008 0.377 0.468 0.944 1.918
beta4_pH[1,37,3] 0.770 0.181 0.478 0.747 1.183
beta4_pH[2,37,3] 0.771 0.086 0.611 0.769 0.957
beta4_pH[3,37,3] 0.907 0.135 0.666 0.898 1.195
beta4_pH[4,37,3] 0.753 0.230 0.404 0.719 1.306
beta4_pH[5,37,3] 1.104 1.257 0.109 0.712 4.655
beta4_pH[6,37,3] 2.101 2.168 0.252 1.409 8.283
beta4_pH[7,37,3] 1.222 0.822 0.313 1.026 3.269
beta4_pH[8,37,3] 0.978 0.402 0.412 0.906 1.995
beta4_pH[9,37,3] 1.786 1.864 0.196 1.238 6.758
beta4_pH[10,37,3] 0.775 0.155 0.513 0.765 1.121
beta4_pH[11,37,3] 0.843 0.171 0.555 0.825 1.217
beta4_pH[12,37,3] 0.792 0.517 0.207 0.662 2.205
beta4_pH[13,37,3] 0.621 0.097 0.449 0.613 0.829
beta4_pH[14,37,3] 1.012 0.357 0.489 0.954 1.855
beta4_pH[15,37,3] 0.703 0.104 0.527 0.692 0.935
beta4_pH[16,37,3] 0.606 0.184 0.322 0.581 1.039
beta4_pH[1,38,3] 0.739 0.155 0.486 0.722 1.092
beta4_pH[2,38,3] 0.712 0.082 0.564 0.707 0.886
beta4_pH[3,38,3] 0.895 0.158 0.621 0.881 1.242
beta4_pH[4,38,3] 0.898 0.239 0.515 0.867 1.442
beta4_pH[5,38,3] 0.517 0.424 0.103 0.398 1.588
beta4_pH[6,38,3] 1.713 2.114 0.129 1.037 7.611
beta4_pH[7,38,3] 0.511 0.300 0.152 0.442 1.284
beta4_pH[8,38,3] 0.760 0.287 0.338 0.711 1.432
beta4_pH[9,38,3] 1.551 1.080 0.365 1.259 4.476
beta4_pH[10,38,3] 0.723 0.163 0.461 0.703 1.081
beta4_pH[11,38,3] 0.534 0.136 0.317 0.518 0.846
beta4_pH[12,38,3] 0.789 0.499 0.207 0.671 2.129
beta4_pH[13,38,3] 0.908 0.180 0.609 0.894 1.291
beta4_pH[14,38,3] 1.123 0.438 0.496 1.047 2.203
beta4_pH[15,38,3] 0.847 0.096 0.675 0.842 1.047
beta4_pH[16,38,3] 0.816 0.336 0.358 0.752 1.566
beta4_pH[1,39,3] 0.702 0.145 0.461 0.689 1.019
beta4_pH[2,39,3] 0.870 0.105 0.685 0.861 1.089
beta4_pH[3,39,3] 0.838 0.119 0.627 0.829 1.094
beta4_pH[4,39,3] 0.846 0.274 0.431 0.807 1.514
beta4_pH[5,39,3] 1.123 1.206 0.126 0.756 4.203
beta4_pH[6,39,3] 0.479 0.634 0.040 0.281 2.142
beta4_pH[7,39,3] 1.884 1.684 0.296 1.436 6.280
beta4_pH[8,39,3] 1.401 0.781 0.435 1.215 3.359
beta4_pH[9,39,3] 2.015 1.579 0.366 1.570 6.396
beta4_pH[10,39,3] 0.763 0.207 0.448 0.734 1.248
beta4_pH[11,39,3] 0.692 0.176 0.414 0.669 1.097
beta4_pH[12,39,3] 0.787 0.461 0.234 0.682 1.970
beta4_pH[13,39,3] 0.724 0.121 0.516 0.710 0.987
beta4_pH[14,39,3] 0.993 0.376 0.449 0.936 1.924
beta4_pH[15,39,3] 0.993 0.108 0.796 0.989 1.212
beta4_pH[16,39,3] 0.852 0.347 0.373 0.788 1.683
beta4_pH[1,40,3] 0.779 0.136 0.544 0.768 1.067
beta4_pH[2,40,3] 0.765 0.086 0.607 0.758 0.954
beta4_pH[3,40,3] 0.926 0.144 0.676 0.919 1.229
beta4_pH[4,40,3] 0.879 0.211 0.537 0.864 1.341
beta4_pH[5,40,3] 0.328 0.243 0.077 0.267 0.872
beta4_pH[6,40,3] 2.081 2.130 0.236 1.417 8.299
beta4_pH[7,40,3] 1.524 1.281 0.261 1.158 4.976
beta4_pH[8,40,3] 0.351 0.271 0.071 0.280 1.066
beta4_pH[9,40,3] 0.524 0.530 0.070 0.368 1.934
beta4_pH[10,40,3] 0.921 0.253 0.535 0.887 1.499
beta4_pH[11,40,3] 0.472 0.115 0.289 0.456 0.739
beta4_pH[12,40,3] 0.660 0.385 0.189 0.575 1.602
beta4_pH[13,40,3] 0.787 0.122 0.573 0.777 1.052
beta4_pH[14,40,3] 0.781 0.261 0.386 0.743 1.391
beta4_pH[15,40,3] 0.843 0.099 0.657 0.838 1.053
beta4_pH[16,40,3] 1.162 0.509 0.477 1.065 2.409
beta4_pH[1,41,3] 0.611 0.132 0.394 0.598 0.896
beta4_pH[2,41,3] 0.791 0.106 0.603 0.785 1.019
beta4_pH[3,41,3] 0.886 0.142 0.644 0.876 1.192
beta4_pH[4,41,3] 0.875 0.398 0.340 0.793 1.864
beta4_pH[5,41,3] 1.413 0.790 0.432 1.240 3.518
beta4_pH[6,41,3] 2.939 3.086 0.277 1.883 12.161
beta4_pH[7,41,3] 0.838 0.494 0.236 0.722 2.071
beta4_pH[8,41,3] 1.171 0.707 0.336 0.993 2.952
beta4_pH[9,41,3] 0.521 0.609 0.059 0.340 2.086
beta4_pH[10,41,3] 0.777 0.177 0.493 0.758 1.172
beta4_pH[11,41,3] 0.844 0.236 0.485 0.814 1.392
beta4_pH[12,41,3] 0.961 0.465 0.365 0.858 2.093
beta4_pH[13,41,3] 0.699 0.112 0.511 0.690 0.941
beta4_pH[14,41,3] 1.136 0.358 0.607 1.085 1.932
beta4_pH[15,41,3] 0.786 0.099 0.616 0.779 0.993
beta4_pH[16,41,3] 0.934 0.427 0.356 0.849 2.016
beta4_pH[1,42,3] 0.668 0.138 0.441 0.653 0.981
beta4_pH[2,42,3] 0.785 0.099 0.612 0.778 1.001
beta4_pH[3,42,3] 0.800 0.154 0.535 0.784 1.133
beta4_pH[4,42,3] 0.965 0.317 0.498 0.918 1.704
beta4_pH[5,42,3] 1.472 1.642 0.157 0.959 5.854
beta4_pH[6,42,3] 0.338 0.274 0.064 0.257 1.042
beta4_pH[7,42,3] 0.967 0.623 0.260 0.814 2.558
beta4_pH[8,42,3] 0.780 0.338 0.317 0.717 1.630
beta4_pH[9,42,3] 0.793 0.593 0.173 0.627 2.370
beta4_pH[10,42,3] 0.916 0.211 0.578 0.888 1.387
beta4_pH[11,42,3] 0.641 0.144 0.409 0.623 0.977
beta4_pH[12,42,3] 0.837 0.400 0.316 0.749 1.829
beta4_pH[13,42,3] 0.514 0.159 0.268 0.492 0.888
beta4_pH[14,42,3] 0.898 0.315 0.429 0.847 1.666
beta4_pH[15,42,3] 0.924 0.092 0.758 0.919 1.122
beta4_pH[16,42,3] 0.571 0.203 0.266 0.538 1.055
beta4_pH[1,43,3] 0.805 0.197 0.491 0.784 1.252
beta4_pH[2,43,3] 0.756 0.082 0.605 0.752 0.932
beta4_pH[3,43,3] 0.672 0.097 0.504 0.665 0.884
beta4_pH[4,43,3] 0.836 0.274 0.418 0.795 1.504
beta4_pH[5,43,3] 1.610 0.789 0.601 1.435 3.626
beta4_pH[6,43,3] 1.139 0.953 0.224 0.868 3.646
beta4_pH[7,43,3] 0.701 0.564 0.123 0.545 2.139
beta4_pH[8,43,3] 0.648 0.288 0.256 0.594 1.339
beta4_pH[9,43,3] 1.153 1.069 0.171 0.820 4.222
beta4_pH[10,43,3] 0.682 0.145 0.443 0.665 1.020
beta4_pH[11,43,3] 0.638 0.136 0.417 0.625 0.948
beta4_pH[12,43,3] 0.774 0.386 0.267 0.695 1.737
beta4_pH[13,43,3] 0.587 0.122 0.386 0.572 0.865
beta4_pH[14,43,3] 1.099 0.336 0.575 1.064 1.866
beta4_pH[15,43,3] 0.844 0.102 0.658 0.839 1.065
beta4_pH[16,43,3] 1.231 0.472 0.560 1.159 2.366
beta4_pH[1,44,3] 0.613 0.171 0.345 0.587 1.012
beta4_pH[2,44,3] 0.703 0.081 0.558 0.698 0.874
beta4_pH[3,44,3] 0.635 0.101 0.461 0.625 0.848
beta4_pH[4,44,3] 0.828 0.204 0.499 0.810 1.287
beta4_pH[5,44,3] 1.233 0.604 0.454 1.094 2.728
beta4_pH[6,44,3] 1.327 1.654 0.118 0.801 5.979
beta4_pH[7,44,3] 1.136 0.628 0.367 0.995 2.766
beta4_pH[8,44,3] 0.444 0.289 0.117 0.367 1.177
beta4_pH[9,44,3] 1.001 0.863 0.158 0.744 3.419
beta4_pH[10,44,3] 0.630 0.153 0.384 0.613 0.962
beta4_pH[11,44,3] 0.350 0.116 0.177 0.332 0.630
beta4_pH[12,44,3] 0.610 0.327 0.200 0.538 1.476
beta4_pH[13,44,3] 0.541 0.100 0.376 0.532 0.767
beta4_pH[14,44,3] 0.685 0.176 0.397 0.663 1.103
beta4_pH[15,44,3] 0.644 0.085 0.494 0.639 0.827
beta4_pH[16,44,3] 0.439 0.196 0.170 0.404 0.917
beta4_pH[1,45,3] 0.791 0.191 0.486 0.762 1.219
beta4_pH[2,45,3] 0.710 0.089 0.550 0.703 0.901
beta4_pH[3,45,3] 0.769 0.141 0.534 0.757 1.081
beta4_pH[4,45,3] 0.749 0.195 0.436 0.725 1.213
beta4_pH[5,45,3] 0.997 1.181 0.093 0.630 4.217
beta4_pH[6,45,3] 1.212 1.174 0.176 0.888 4.208
beta4_pH[7,45,3] 0.691 0.585 0.120 0.519 2.250
beta4_pH[8,45,3] 1.200 0.545 0.471 1.097 2.554
beta4_pH[9,45,3] 0.106 0.136 0.010 0.066 0.467
beta4_pH[10,45,3] 0.849 0.205 0.516 0.828 1.303
beta4_pH[11,45,3] 0.470 0.105 0.301 0.460 0.713
beta4_pH[12,45,3] 0.783 0.379 0.300 0.704 1.793
beta4_pH[13,45,3] 0.460 0.076 0.325 0.456 0.623
beta4_pH[14,45,3] 0.745 0.179 0.457 0.726 1.153
beta4_pH[15,45,3] 0.510 0.072 0.384 0.504 0.666
beta4_pH[16,45,3] 0.268 0.165 0.075 0.227 0.704
beta4_pH[1,46,3] 0.799 0.164 0.524 0.780 1.165
beta4_pH[2,46,3] 0.677 0.097 0.504 0.670 0.884
beta4_pH[3,46,3] 0.757 0.112 0.563 0.747 1.001
beta4_pH[4,46,3] 0.886 0.319 0.427 0.837 1.648
beta4_pH[5,46,3] 1.128 0.620 0.370 0.991 2.732
beta4_pH[6,46,3] 1.503 1.863 0.110 0.915 6.582
beta4_pH[7,46,3] 1.648 1.263 0.352 1.281 4.944
beta4_pH[8,46,3] 1.078 0.497 0.402 0.981 2.289
beta4_pH[9,46,3] 1.550 1.491 0.215 1.122 5.210
beta4_pH[10,46,3] 0.670 0.175 0.399 0.648 1.061
beta4_pH[11,46,3] 0.704 0.156 0.443 0.690 1.045
beta4_pH[12,46,3] 1.158 0.583 0.408 1.037 2.694
beta4_pH[13,46,3] 0.601 0.186 0.316 0.574 1.042
beta4_pH[14,46,3] 0.978 0.344 0.478 0.921 1.792
beta4_pH[15,46,3] 0.621 0.076 0.486 0.616 0.780
beta4_pH[16,46,3] 0.612 0.266 0.243 0.560 1.266
beta4_pH[1,47,3] 0.623 0.143 0.385 0.611 0.948
beta4_pH[2,47,3] 0.768 0.111 0.573 0.758 1.008
beta4_pH[3,47,3] 0.773 0.118 0.566 0.765 1.030
beta4_pH[4,47,3] 0.544 0.228 0.237 0.500 1.105
beta4_pH[5,47,3] 0.112 0.084 0.023 0.090 0.333
beta4_pH[6,47,3] 0.188 0.139 0.042 0.152 0.546
beta4_pH[7,47,3] 0.471 0.401 0.073 0.350 1.559
beta4_pH[8,47,3] 0.851 0.589 0.215 0.701 2.396
beta4_pH[9,47,3] 0.497 0.682 0.043 0.297 2.249
beta4_pH[10,47,3] 0.850 0.265 0.450 0.812 1.472
beta4_pH[11,47,3] 0.590 0.124 0.383 0.578 0.872
beta4_pH[12,47,3] 1.622 0.958 0.469 1.400 4.186
beta4_pH[13,47,3] 0.682 0.121 0.469 0.670 0.949
beta4_pH[14,47,3] 0.859 0.320 0.395 0.802 1.632
beta4_pH[15,47,3] 0.714 0.117 0.505 0.707 0.970
beta4_pH[16,47,3] 0.810 0.332 0.349 0.751 1.665
beta0_pelagic[1] 2.250 0.139 1.976 2.251 2.526
beta0_pelagic[2] 1.487 0.134 1.230 1.486 1.744
beta0_pelagic[3] 0.240 0.281 -0.452 0.270 0.698
beta0_pelagic[4] 0.354 0.348 -0.487 0.377 0.945
beta0_pelagic[5] 1.432 0.214 1.024 1.424 1.869
beta0_pelagic[6] 1.360 0.157 1.063 1.360 1.673
beta0_pelagic[7] 1.517 0.147 1.218 1.517 1.800
beta0_pelagic[8] 1.746 0.147 1.466 1.744 2.033
beta0_pelagic[9] 2.656 0.170 2.332 2.654 2.999
beta0_pelagic[10] 2.541 0.138 2.268 2.543 2.805
beta0_pelagic[11] -0.395 0.306 -1.025 -0.386 0.180
beta0_pelagic[12] 1.725 0.143 1.449 1.725 2.003
beta0_pelagic[13] 0.409 0.230 -0.138 0.435 0.776
beta0_pelagic[14] -0.203 0.271 -0.837 -0.182 0.265
beta0_pelagic[15] -0.290 0.204 -0.876 -0.264 0.033
beta0_pelagic[16] -0.455 0.327 -1.133 -0.437 0.162
beta1_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[3] 0.635 0.322 0.061 0.620 1.430
beta1_pelagic[4] 0.756 0.372 0.072 0.736 1.630
beta1_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[11] 1.507 0.376 0.794 1.509 2.278
beta1_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[13] 0.541 0.405 0.014 0.511 1.473
beta1_pelagic[14] 1.524 0.516 0.759 1.425 2.845
beta1_pelagic[15] 0.138 0.180 0.011 0.060 0.710
beta1_pelagic[16] 1.560 0.519 0.722 1.491 2.883
beta2_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[3] 7.279 6.176 0.231 5.968 22.228
beta2_pelagic[4] 7.404 5.935 0.405 5.915 21.769
beta2_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[11] 1.991 1.519 0.292 1.586 5.934
beta2_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[13] 2.309 1.865 0.164 1.807 7.011
beta2_pelagic[14] 1.383 1.424 0.169 0.812 5.377
beta2_pelagic[15] 2.535 1.921 0.107 2.136 7.227
beta2_pelagic[16] 1.588 1.576 0.150 1.015 5.944
beta3_pelagic[1] 28.929 6.345 18.509 28.986 39.345
beta3_pelagic[2] 29.076 6.346 18.573 28.855 39.534
beta3_pelagic[3] 28.344 3.542 22.157 28.676 36.157
beta3_pelagic[4] 26.003 2.928 21.300 26.003 34.835
beta3_pelagic[5] 28.858 6.384 18.604 28.808 39.479
beta3_pelagic[6] 28.958 6.404 18.510 29.075 39.443
beta3_pelagic[7] 28.899 6.470 18.583 28.758 39.486
beta3_pelagic[8] 29.021 6.356 18.559 28.986 39.445
beta3_pelagic[9] 29.071 6.346 18.612 29.029 39.535
beta3_pelagic[10] 29.156 6.313 18.585 29.512 39.441
beta3_pelagic[11] 29.688 1.220 27.292 29.656 32.311
beta3_pelagic[12] 29.113 6.348 18.532 29.174 39.442
beta3_pelagic[13] 33.995 5.238 20.264 35.641 39.800
beta3_pelagic[14] 34.414 1.988 30.840 34.320 38.822
beta3_pelagic[15] 29.303 6.741 18.449 29.631 39.622
beta3_pelagic[16] 31.263 1.997 27.815 30.932 36.118
beta0_yellow[1] -0.504 0.160 -0.810 -0.509 -0.183
beta0_yellow[2] 0.577 0.183 0.201 0.589 0.923
beta0_yellow[3] -0.147 0.208 -0.551 -0.141 0.235
beta0_yellow[4] 0.951 0.305 0.078 0.998 1.357
beta0_yellow[5] 0.432 0.342 -0.357 0.480 0.976
beta0_yellow[6] 0.810 0.166 0.488 0.810 1.133
beta0_yellow[7] 0.918 0.165 0.607 0.911 1.254
beta0_yellow[8] 0.967 0.169 0.653 0.960 1.313
beta0_yellow[9] 0.573 0.173 0.225 0.575 0.897
beta0_yellow[10] 0.697 0.142 0.417 0.698 0.973
beta0_yellow[11] 0.194 0.173 -0.134 0.196 0.536
beta0_yellow[12] -1.127 0.178 -1.482 -1.127 -0.784
beta0_yellow[13] -0.841 0.175 -1.182 -0.836 -0.494
beta0_yellow[14] 0.020 0.179 -0.333 0.019 0.366
beta0_yellow[15] -0.792 0.171 -1.121 -0.793 -0.448
beta0_yellow[16] -0.242 0.175 -0.579 -0.243 0.102
beta1_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[2] 0.979 0.316 0.450 0.961 1.591
beta1_yellow[3] 0.414 0.283 0.014 0.408 0.942
beta1_yellow[4] 1.248 0.638 0.478 1.116 3.370
beta1_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[11] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[13] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[14] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[15] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[2] -7.483 5.784 -21.500 -6.373 -0.269
beta2_yellow[3] -7.306 5.412 -20.199 -6.268 -0.377
beta2_yellow[4] -6.380 5.767 -20.181 -4.990 -0.121
beta2_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[11] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[13] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[14] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[15] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta3_yellow[1] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[2] 29.081 1.625 26.955 28.752 32.851
beta3_yellow[3] 32.114 4.177 21.018 32.592 40.001
beta3_yellow[4] 28.567 3.138 23.105 27.715 35.944
beta3_yellow[5] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[6] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[7] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[8] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[9] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[10] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[11] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[12] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[13] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[14] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[15] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[16] 25.000 0.000 25.000 25.000 25.000
beta0_black[1] -0.002 0.150 -0.292 -0.003 0.288
beta0_black[2] 1.892 0.136 1.625 1.895 2.153
beta0_black[3] 1.379 0.143 1.103 1.384 1.650
beta0_black[4] 2.489 0.142 2.206 2.492 2.768
beta0_black[5] 4.631 2.236 1.708 4.120 10.213
beta0_black[6] 4.493 2.032 2.051 3.971 10.023
beta0_black[7] 3.258 1.752 1.338 2.780 8.348
beta0_black[8] 0.931 0.248 0.478 0.921 1.450
beta0_black[9] 2.585 0.258 2.092 2.580 3.109
beta0_black[10] 1.375 0.136 1.119 1.373 1.642
beta0_black[11] 3.478 0.168 3.149 3.477 3.816
beta0_black[12] 4.844 0.194 4.453 4.842 5.231
beta0_black[13] 0.250 0.190 0.009 0.206 0.698
beta0_black[14] 2.987 0.178 2.629 2.988 3.336
beta0_black[15] 1.409 0.174 1.076 1.407 1.759
beta0_black[16] 4.242 0.179 3.892 4.244 4.588
beta2_black[1] 0.000 0.000 0.000 0.000 0.000
beta2_black[2] 0.000 0.000 0.000 0.000 0.000
beta2_black[3] 0.000 0.000 0.000 0.000 0.000
beta2_black[4] 0.000 0.000 0.000 0.000 0.000
beta2_black[5] 0.000 0.000 0.000 0.000 0.000
beta2_black[6] 0.000 0.000 0.000 0.000 0.000
beta2_black[7] 0.000 0.000 0.000 0.000 0.000
beta2_black[8] 0.000 0.000 0.000 0.000 0.000
beta2_black[9] 0.000 0.000 0.000 0.000 0.000
beta2_black[10] 0.000 0.000 0.000 0.000 0.000
beta2_black[11] 0.000 0.000 0.000 0.000 0.000
beta2_black[12] 0.000 0.000 0.000 0.000 0.000
beta2_black[13] -2.417 1.621 -6.569 -1.988 -0.501
beta2_black[14] 0.000 0.000 0.000 0.000 0.000
beta2_black[15] 0.000 0.000 0.000 0.000 0.000
beta2_black[16] 0.000 0.000 0.000 0.000 0.000
beta3_black[1] 25.000 0.000 25.000 25.000 25.000
beta3_black[2] 25.000 0.000 25.000 25.000 25.000
beta3_black[3] 25.000 0.000 25.000 25.000 25.000
beta3_black[4] 25.000 0.000 25.000 25.000 25.000
beta3_black[5] 25.000 0.000 25.000 25.000 25.000
beta3_black[6] 25.000 0.000 25.000 25.000 25.000
beta3_black[7] 25.000 0.000 25.000 25.000 25.000
beta3_black[8] 25.000 0.000 25.000 25.000 25.000
beta3_black[9] 25.000 0.000 25.000 25.000 25.000
beta3_black[10] 25.000 0.000 25.000 25.000 25.000
beta3_black[11] 25.000 0.000 25.000 25.000 25.000
beta3_black[12] 25.000 0.000 25.000 25.000 25.000
beta3_black[13] 38.924 0.973 36.867 39.089 40.272
beta3_black[14] 25.000 0.000 25.000 25.000 25.000
beta3_black[15] 25.000 0.000 25.000 25.000 25.000
beta3_black[16] 25.000 0.000 25.000 25.000 25.000
beta4_black[1] -0.256 0.198 -0.642 -0.258 0.139
beta4_black[2] 0.272 0.186 -0.088 0.269 0.637
beta4_black[3] -1.011 0.195 -1.391 -1.012 -0.640
beta4_black[4] 0.497 0.218 0.069 0.494 0.928
beta4_black[5] 0.717 1.605 -1.296 0.416 4.493
beta4_black[6] 0.817 1.523 -0.928 0.496 4.482
beta4_black[7] 0.708 1.460 -1.002 0.420 4.461
beta4_black[8] -0.250 0.327 -0.944 -0.239 0.362
beta4_black[9] 0.957 0.853 -0.211 0.783 3.171
beta4_black[10] 0.056 0.187 -0.321 0.052 0.419
beta4_black[11] -0.724 0.227 -1.175 -0.726 -0.268
beta4_black[12] 0.428 0.340 -0.237 0.425 1.107
beta4_black[13] -1.348 0.225 -1.786 -1.348 -0.921
beta4_black[14] -0.123 0.248 -0.620 -0.123 0.349
beta4_black[15] -0.937 0.229 -1.392 -0.935 -0.497
beta4_black[16] -0.597 0.250 -1.077 -0.598 -0.108
beta0_dsr[11] 1.889 0.172 1.538 1.889 2.236
beta0_dsr[12] 4.979 0.275 4.452 4.977 5.534
beta0_dsr[13] 1.519 0.173 1.187 1.522 1.851
beta0_dsr[14] 2.621 0.181 2.264 2.618 2.980
beta0_dsr[15] 1.326 0.171 0.987 1.326 1.650
beta0_dsr[16] 2.831 0.180 2.484 2.836 3.172
beta1_dsr[11] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[12] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[13] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[14] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[15] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[16] 0.000 0.000 0.000 0.000 0.000
beta4_dsr[11] 0.671 0.239 0.189 0.677 1.143
beta4_dsr[12] 0.001 0.730 -1.333 -0.032 1.520
beta4_dsr[13] -0.311 0.230 -0.777 -0.310 0.150
beta4_dsr[14] 0.052 0.283 -0.493 0.055 0.625
beta4_dsr[15] 0.833 0.228 0.387 0.833 1.286
beta4_dsr[16] 0.088 0.259 -0.417 0.089 0.593
beta0_slope[11] -1.830 0.174 -2.171 -1.828 -1.490
beta0_slope[12] -4.748 0.257 -5.257 -4.744 -4.223
beta0_slope[13] -1.264 0.172 -1.596 -1.265 -0.915
beta0_slope[14] -2.621 0.186 -2.973 -2.620 -2.255
beta0_slope[15] -1.264 0.173 -1.601 -1.265 -0.929
beta0_slope[16] -2.680 0.173 -3.026 -2.679 -2.344
beta1_slope[11] 0.000 0.000 0.000 0.000 0.000
beta1_slope[12] 0.000 0.000 0.000 0.000 0.000
beta1_slope[13] 0.000 0.000 0.000 0.000 0.000
beta1_slope[14] 0.000 0.000 0.000 0.000 0.000
beta1_slope[15] 0.000 0.000 0.000 0.000 0.000
beta1_slope[16] 0.000 0.000 0.000 0.000 0.000
beta4_slope[11] -0.802 0.232 -1.255 -0.804 -0.358
beta4_slope[12] -1.605 0.594 -2.866 -1.571 -0.517
beta4_slope[13] 0.084 0.230 -0.357 0.082 0.537
beta4_slope[14] -0.001 0.272 -0.533 0.003 0.521
beta4_slope[15] -0.874 0.230 -1.317 -0.875 -0.429
beta4_slope[16] -0.234 0.241 -0.696 -0.233 0.257
beta5_slope[11] 2.679 0.287 2.142 2.678 3.267
beta5_slope[12] -0.191 0.474 -1.130 -0.185 0.713
beta5_slope[13] 1.233 0.281 0.681 1.233 1.793
beta5_slope[14] 4.036 0.515 3.089 4.031 5.071
beta5_slope[15] 1.743 0.280 1.190 1.739 2.290
beta5_slope[16] 2.682 0.351 2.012 2.672 3.376
sigma_H[1] 0.195 0.056 0.095 0.192 0.316
sigma_H[2] 0.172 0.030 0.120 0.170 0.236
sigma_H[3] 0.203 0.043 0.128 0.200 0.294
sigma_H[4] 0.349 0.073 0.222 0.344 0.504
sigma_H[5] 1.026 0.232 0.597 1.018 1.495
sigma_H[6] 0.266 0.182 0.012 0.238 0.672
sigma_H[7] 0.275 0.049 0.196 0.269 0.385
sigma_H[8] 0.437 0.097 0.306 0.422 0.655
sigma_H[9] 0.398 0.078 0.278 0.387 0.586
sigma_H[10] 0.227 0.045 0.149 0.222 0.325
sigma_H[11] 0.276 0.045 0.200 0.272 0.376
sigma_H[12] 0.471 0.173 0.211 0.473 0.807
sigma_H[13] 0.209 0.037 0.142 0.205 0.292
sigma_H[14] 0.463 0.094 0.304 0.453 0.669
sigma_H[15] 0.249 0.040 0.181 0.245 0.338
sigma_H[16] 0.227 0.044 0.155 0.222 0.331
lambda_H[1] 2.929 3.796 0.161 1.644 12.987
lambda_H[2] 8.754 8.195 0.867 6.391 29.827
lambda_H[3] 7.007 9.596 0.297 3.786 32.693
lambda_H[4] 0.008 0.007 0.001 0.007 0.024
lambda_H[5] 2.932 8.077 0.012 0.367 25.917
lambda_H[6] 10.394 15.762 0.016 4.513 58.187
lambda_H[7] 0.016 0.011 0.003 0.014 0.046
lambda_H[8] 8.183 10.444 0.001 4.742 37.328
lambda_H[9] 0.020 0.013 0.004 0.017 0.054
lambda_H[10] 0.385 1.113 0.034 0.202 1.369
lambda_H[11] 0.273 0.398 0.011 0.140 1.273
lambda_H[12] 5.668 7.581 0.236 3.335 25.027
lambda_H[13] 3.652 3.236 0.302 2.698 12.226
lambda_H[14] 3.371 4.011 0.242 2.157 13.924
lambda_H[15] 0.027 0.035 0.004 0.018 0.119
lambda_H[16] 0.908 1.847 0.029 0.302 5.684
mu_lambda_H[1] 4.404 1.895 1.303 4.232 8.590
mu_lambda_H[2] 3.933 1.948 0.629 3.817 8.054
mu_lambda_H[3] 3.585 1.832 0.768 3.340 7.708
sigma_lambda_H[1] 8.624 4.201 2.076 8.010 18.107
sigma_lambda_H[2] 8.566 4.597 1.024 8.183 18.225
sigma_lambda_H[3] 6.455 4.002 1.010 5.598 16.193
beta_H[1,1] 6.836 1.107 4.059 6.997 8.543
beta_H[2,1] 9.864 0.474 8.860 9.888 10.726
beta_H[3,1] 8.032 0.739 6.271 8.118 9.221
beta_H[4,1] 12.319 7.629 -2.790 12.257 28.155
beta_H[5,1] 0.025 3.214 -6.671 0.211 6.288
beta_H[6,1] 4.189 2.848 -4.199 5.013 7.246
beta_H[7,1] 2.273 5.137 -8.291 2.673 11.699
beta_H[8,1] 3.490 10.599 -2.216 1.330 47.815
beta_H[9,1] 13.823 5.406 4.199 13.601 25.097
beta_H[10,1] 7.156 1.741 3.685 7.176 10.564
beta_H[11,1] 5.242 3.482 -2.829 6.056 9.976
beta_H[12,1] 2.582 1.051 0.777 2.527 4.668
beta_H[13,1] 9.031 0.831 7.180 9.110 10.342
beta_H[14,1] 2.137 1.039 0.074 2.138 4.150
beta_H[15,1] -5.790 3.798 -12.443 -6.104 2.314
beta_H[16,1] 4.172 3.030 -0.521 3.699 11.594
beta_H[1,2] 7.910 0.245 7.405 7.918 8.379
beta_H[2,2] 10.030 0.135 9.763 10.031 10.289
beta_H[3,2] 8.959 0.196 8.577 8.956 9.343
beta_H[4,2] 2.373 1.481 -0.593 2.395 5.254
beta_H[5,2] 1.933 1.128 -0.269 1.939 4.143
beta_H[6,2] 5.999 0.840 4.091 6.069 7.414
beta_H[7,2] 2.089 1.000 0.272 2.019 4.208
beta_H[8,2] 2.494 2.527 -7.799 3.077 4.218
beta_H[9,2] 2.849 1.020 0.878 2.868 4.806
beta_H[10,2] 8.129 0.358 7.360 8.145 8.780
beta_H[11,2] 9.735 0.623 8.821 9.626 11.178
beta_H[12,2] 3.962 0.362 3.297 3.949 4.694
beta_H[13,2] 9.136 0.229 8.715 9.128 9.604
beta_H[14,2] 4.057 0.361 3.384 4.050 4.812
beta_H[15,2] 11.306 0.682 9.828 11.343 12.528
beta_H[16,2] 4.736 0.844 3.140 4.708 6.398
beta_H[1,3] 8.535 0.247 8.084 8.521 9.032
beta_H[2,3] 10.103 0.112 9.885 10.099 10.333
beta_H[3,3] 9.654 0.163 9.341 9.648 10.001
beta_H[4,3] -0.761 1.234 -2.976 -0.825 2.007
beta_H[5,3] 4.191 0.773 2.576 4.192 5.738
beta_H[6,3] 7.513 0.921 6.276 7.292 9.935
beta_H[7,3] -2.142 0.670 -3.471 -2.126 -0.866
beta_H[8,3] 5.425 1.210 4.576 5.130 10.195
beta_H[9,3] -1.737 0.713 -3.143 -1.731 -0.365
beta_H[10,3] 8.843 0.289 8.294 8.834 9.435
beta_H[11,3] 8.563 0.286 7.943 8.590 9.057
beta_H[12,3] 5.325 0.310 4.576 5.360 5.834
beta_H[13,3] 8.938 0.183 8.583 8.942 9.293
beta_H[14,3] 5.818 0.284 5.225 5.838 6.339
beta_H[15,3] 10.403 0.316 9.780 10.400 11.032
beta_H[16,3] 5.993 0.892 4.174 6.097 7.484
beta_H[1,4] 8.302 0.179 7.921 8.315 8.612
beta_H[2,4] 10.168 0.113 9.936 10.175 10.372
beta_H[3,4] 10.161 0.156 9.821 10.173 10.440
beta_H[4,4] 11.498 0.435 10.615 11.503 12.375
beta_H[5,4] 6.031 1.010 4.455 5.882 8.268
beta_H[6,4] 7.482 0.681 5.649 7.624 8.424
beta_H[7,4] 8.133 0.321 7.502 8.139 8.763
beta_H[8,4] 6.578 0.462 4.901 6.662 7.060
beta_H[9,4] 6.909 0.375 6.202 6.899 7.654
beta_H[10,4] 7.798 0.258 7.331 7.786 8.356
beta_H[11,4] 9.383 0.201 8.985 9.382 9.782
beta_H[12,4] 7.145 0.224 6.712 7.142 7.601
beta_H[13,4] 9.067 0.145 8.773 9.068 9.340
beta_H[14,4] 7.802 0.213 7.386 7.797 8.210
beta_H[15,4] 9.471 0.235 9.014 9.470 9.941
beta_H[16,4] 9.400 0.295 8.885 9.375 10.025
beta_H[1,5] 8.983 0.147 8.679 8.987 9.276
beta_H[2,5] 10.780 0.093 10.605 10.779 10.965
beta_H[3,5] 10.892 0.167 10.599 10.880 11.239
beta_H[4,5] 8.496 0.411 7.703 8.500 9.320
beta_H[5,5] 4.993 0.870 2.975 5.160 6.321
beta_H[6,5] 8.571 0.479 7.844 8.502 9.816
beta_H[7,5] 6.834 0.302 6.222 6.837 7.446
beta_H[8,5] 8.271 0.363 7.851 8.209 9.509
beta_H[9,5] 8.353 0.367 7.645 8.355 9.067
beta_H[10,5] 10.057 0.241 9.540 10.064 10.515
beta_H[11,5] 11.506 0.229 11.054 11.508 11.941
beta_H[12,5] 8.463 0.197 8.079 8.463 8.857
beta_H[13,5] 10.003 0.126 9.747 10.002 10.250
beta_H[14,5] 9.213 0.216 8.809 9.201 9.655
beta_H[15,5] 11.163 0.245 10.685 11.167 11.626
beta_H[16,5] 9.889 0.199 9.481 9.897 10.259
beta_H[1,6] 10.174 0.188 9.831 10.161 10.596
beta_H[2,6] 11.511 0.107 11.304 11.509 11.724
beta_H[3,6] 10.817 0.163 10.469 10.830 11.103
beta_H[4,6] 12.788 0.712 11.384 12.795 14.182
beta_H[5,6] 6.101 0.757 4.824 6.042 7.775
beta_H[6,6] 8.803 0.502 7.592 8.857 9.559
beta_H[7,6] 9.794 0.516 8.745 9.788 10.791
beta_H[8,6] 9.440 0.513 7.718 9.532 9.983
beta_H[9,6] 8.355 0.606 7.245 8.351 9.572
beta_H[10,6] 9.533 0.318 8.830 9.550 10.096
beta_H[11,6] 10.811 0.354 10.039 10.838 11.449
beta_H[12,6] 9.387 0.261 8.879 9.372 9.951
beta_H[13,6] 11.046 0.154 10.769 11.039 11.360
beta_H[14,6] 9.819 0.273 9.282 9.814 10.346
beta_H[15,6] 10.848 0.431 9.990 10.841 11.691
beta_H[16,6] 10.543 0.251 10.019 10.553 11.016
beta_H[1,7] 10.874 0.852 8.824 10.970 12.281
beta_H[2,7] 12.201 0.435 11.304 12.210 13.080
beta_H[3,7] 10.591 0.647 9.134 10.648 11.681
beta_H[4,7] 2.723 3.627 -4.270 2.654 9.915
beta_H[5,7] 7.208 2.758 2.613 6.848 13.582
beta_H[6,7] 9.332 1.727 5.632 9.333 13.024
beta_H[7,7] 10.832 2.534 5.782 10.828 15.814
beta_H[8,7] 11.284 2.042 9.331 10.962 18.046
beta_H[9,7] 4.682 3.094 -1.722 4.740 10.668
beta_H[10,7] 9.809 1.465 6.993 9.723 12.978
beta_H[11,7] 11.020 1.742 7.872 10.893 14.980
beta_H[12,7] 10.090 0.924 8.132 10.175 11.609
beta_H[13,7] 11.680 0.702 9.986 11.767 12.856
beta_H[14,7] 10.345 0.908 8.485 10.390 11.974
beta_H[15,7] 11.931 2.214 7.580 11.981 16.352
beta_H[16,7] 12.310 1.354 10.089 12.116 15.416
beta0_H[1] 8.703 13.068 -17.889 8.786 35.765
beta0_H[2] 10.786 6.559 -2.237 10.840 24.009
beta0_H[3] 10.248 8.923 -7.787 10.102 28.527
beta0_H[4] 5.911 162.173 -333.117 7.122 319.524
beta0_H[5] 3.871 45.336 -88.665 4.340 90.118
beta0_H[6] 6.917 31.929 -60.177 7.516 66.776
beta0_H[7] 7.804 116.965 -243.644 7.942 244.687
beta0_H[8] 4.766 94.775 -73.246 6.367 50.735
beta0_H[9] 8.252 107.342 -203.932 6.390 228.505
beta0_H[10] 9.233 33.394 -58.056 9.438 75.394
beta0_H[11] 9.885 49.430 -89.772 9.491 112.698
beta0_H[12] 6.576 11.266 -15.187 6.750 26.373
beta0_H[13] 9.610 9.278 -9.672 9.701 27.375
beta0_H[14] 6.813 10.545 -15.549 6.889 29.071
beta0_H[15] 10.562 104.412 -198.796 10.006 221.978
beta0_H[16] 8.388 32.106 -57.486 8.201 75.647